id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
26,706 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939592.167 | 90.850 | 29.487 | 42.672 | -75 | -76 | -73 | -76 | -80 | -76 | -71 | -63 |
| B | 1725939596.162 | 73.869 | 37.913 | 42.672 | -74 | -76 | -70 | -75 | -74 | -66 | -73 | -63 |
| C | 1725939561.146 | 58.586 | 93.052 | 42.672 | -58 | -78 | -75 | -68 | -75 | -70 | -74 | -67 |
| D | 1725939856.192 | 58.586 | 15.115 | 42.672 | -100 | -79 | -100 | -73 | -73 | -68 | -60 | -83 |
| E | 1725939742.151 | 11.038 | 75.296 | 42.672 | -78 | -77 | -72 | -79 | -71 | -77 | -75 | -66 |
| F | 1725939476.156 | 89.152 | 60.354 | 42.672 | -100 | -79 | -74 | -100 | -73 | -100 | -100 | -68 |
| G | 1725939332.148 | 11.038 | 72.642 | 42.672 | -79 | -71 | -75 | -80 | -69 | -78 | -74 | -68 |
| H | 1725939497.146 | 58.586 | 35.127 | 42.672 | -79 | -74 | -70 | -76 | -79 | -73 | -77 | -61 |
| I | 1725939721.141 | 0.000 | 20.808 | 42.672 | -76 | -73 | -74 | -74 | -71 | -76 | -73 | -81 |
| J | 1725939802.162 | 75.567 | 37.728 | 42.672 | -75 | -76 | -69 | -77 | -75 | -73 | -74 | -64 |
| K | 1725939271.155 | 97.643 | 52.166 | 42.672 | -70 | -79 | -74 | -77 | -78 | -75 | -77 | -65 |
| L | 1725939652.147 | 98.492 | 0.345 | 42.672 | -76 | -75 | -78 | -69 | -72 | -70 | -70 | -75 |
| M | 1725939511.157 | 33.963 | 15.633 | 42.672 | -77 | -84 | -70 | -74 | -74 | -76 | -67 | -76 |
| N | 1725939351.137 | 35.661 | 110.104 | 42.672 | -77 | -76 | -79 | -78 | -71 | -74 | -75 | -70 |
| O | 1725939517.156 | 4.245 | 21.007 | 42.672 | -78 | -81 | -73 | -75 | -71 | -66 | -74 | -79 |
| P | 1725939644.149 | 59.435 | 10.590 | 42.672 | -75 | -78 | -100 | -72 | -77 | -64 | -69 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939310.161
- **Target RSSI fingerprint:** [-77, -83, -70, -71, -74, -72, -69, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.86831270791423,
17.065706253051758,
42.672000000000004
] | 16 |
18,318 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839146.187 | 59.434 | 72.324 | 51.816 | -75 | -75 | -86 | -74 | -90 | -83 | -87 | -71 |
| B | 1722838824.152 | 99.340 | 180.464 | 51.816 | -86 | -80 | -80 | -83 | -88 | -81 | -78 | -74 |
| C | 1722838904.175 | 125.661 | 139.020 | 51.816 | -85 | -84 | -72 | -79 | -90 | -69 | -82 | -70 |
| D | 1722838844.171 | 50.944 | 157.957 | 51.816 | -87 | -78 | -81 | -80 | -77 | -75 | -74 | -72 |
| E | 1722839301.189 | 101.888 | 143.692 | 51.816 | -100 | -85 | -80 | -78 | -83 | -74 | -72 | -76 |
| F | 1722839254.163 | 50.095 | 155.887 | 51.816 | -88 | -78 | -80 | -79 | -84 | -76 | -77 | -73 |
| G | 1722839171.153 | 32.264 | 143.652 | 51.816 | -88 | -87 | -83 | -88 | -70 | -75 | -72 | -83 |
| H | 1722839369.167 | 2.547 | 5.467 | 51.816 | -71 | -93 | -89 | -89 | -87 | -75 | -100 | -85 |
| I | 1722839051.157 | 47.548 | 153.419 | 51.816 | -85 | -77 | -84 | -77 | -77 | -76 | -74 | -73 |
| J | 1722838882.174 | 70.472 | 116.408 | 51.816 | -72 | -84 | -81 | -79 | -72 | -72 | -68 | -73 |
| K | 1722839239.176 | 93.397 | 192.925 | 51.816 | -77 | -79 | -73 | -81 | -90 | -74 | -77 | -74 |
| L | 1722838796.161 | 109.529 | 96.224 | 51.816 | -81 | -83 | -84 | -77 | -79 | -77 | -68 | -76 |
| M | 1722838764.154 | 46.698 | 157.718 | 51.816 | -85 | -92 | -84 | -91 | -72 | -80 | -70 | -91 |
| N | 1722839285.149 | 45.849 | 94.167 | 51.816 | -87 | -91 | -89 | -89 | -70 | -81 | -71 | -85 |
| O | 1722839222.162 | 131.605 | 129.121 | 51.816 | -74 | -82 | -81 | -88 | -91 | -76 | -86 | -74 |
| P | 1722838891.156 | 105.284 | 144.992 | 51.816 | -87 | -89 | -81 | -81 | -84 | -77 | -69 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838861.146
- **Target RSSI fingerprint:** [-84, -73, -85, -68, -71, -81, -74, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
18.67937622290761,
122.02112674713135,
51.816
] | 16 |
34,035 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691645.135 | 233.499 | 91.420 | 51.816 | -84 | -80 | -100 | -78 | -82 | -83 | -73 | -86 |
| B | 1723691381.126 | 146.043 | 87.001 | 51.816 | -85 | -83 | -77 | -85 | -77 | -78 | -79 | -70 |
| C | 1723691989.162 | 5.944 | 75.787 | 51.816 | -100 | -100 | -86 | -100 | -100 | -104 | -100 | -100 |
| D | 1723691618.137 | 178.308 | 79.012 | 51.816 | -79 | -81 | -75 | -78 | -79 | -77 | -78 | -78 |
| E | 1723691476.136 | 149.439 | 9.329 | 51.816 | -79 | -83 | -78 | -79 | -83 | -68 | -69 | -78 |
| F | 1723691386.136 | 127.363 | 70.598 | 51.816 | -83 | -81 | -78 | -87 | -76 | -75 | -75 | -70 |
| G | 1723691299.152 | 139.250 | 87.691 | 51.816 | -82 | -84 | -73 | -77 | -75 | -79 | -80 | -77 |
| H | 1723691380.168 | 149.439 | 90.292 | 51.816 | -87 | -81 | -76 | -87 | -78 | -80 | -79 | -71 |
| I | 1723691585.136 | 135.005 | 75.469 | 51.816 | -84 | -80 | -81 | -86 | -77 | -76 | -76 | -70 |
| J | 1723691535.150 | 208.026 | 69.457 | 51.816 | -80 | -82 | -76 | -78 | -79 | -79 | -78 | -82 |
| K | 1723691883.137 | 119.721 | 18.393 | 51.816 | -80 | -80 | -79 | -80 | -81 | -76 | -76 | -69 |
| L | 1723691784.148 | 133.306 | 76.981 | 51.816 | -85 | -83 | -79 | -87 | -76 | -77 | -77 | -73 |
| M | 1723691721.140 | 187.648 | 60.991 | 51.816 | -83 | -86 | -100 | -75 | -79 | -80 | -84 | -74 |
| N | 1723691514.149 | 167.270 | 92.242 | 51.816 | -85 | -82 | -83 | -76 | -79 | -78 | -80 | -75 |
| O | 1723691318.145 | 179.157 | 77.127 | 51.816 | -100 | -100 | -100 | -75 | -78 | -82 | -81 | -75 |
| P | 1723691710.140 | 162.175 | 106.150 | 51.816 | -75 | -80 | -71 | -72 | -100 | -77 | -79 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691336.159
- **Target RSSI fingerprint:** [-84, -82, -76, -79, -78, -80, -77, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
211.42239177013192,
76.26486301422119,
51.816
] | 16 |
33,437 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698099.157 | 25.473 | 36.215 | 51.816 | -83 | -76 | -100 | -75 | -78 | -76 | -73 | -78 |
| B | 1723698039.140 | 113.778 | 64.547 | 51.816 | -82 | -100 | -81 | -74 | -71 | -79 | -79 | -77 |
| C | 1723698377.156 | 90.003 | 86.881 | 51.816 | -76 | -83 | -74 | -85 | -72 | -71 | -68 | -76 |
| D | 1723698132.156 | 123.967 | 46.207 | 51.816 | -67 | -74 | -73 | -79 | -73 | -70 | -79 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698179.153
- **Target RSSI fingerprint:** [-86, -73, -74, -78, -100, -74, -66, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
17.830802729400997,
44.64155197143555,
51.816
] | 4 |
3,843 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840950.171 | 27.170 | 107.928 | 60.960 | -87 | -75 | -81 | -78 | -70 | -80 | -74 | -67 |
| B | 1722841283.177 | 98.491 | 94.551 | 60.960 | -74 | -80 | -82 | -75 | -70 | -77 | -71 | -69 |
| C | 1722841049.149 | 21.227 | 134.031 | 60.960 | -89 | -73 | -83 | -86 | -80 | -75 | -77 | -81 |
| D | 1722841307.155 | 130.756 | 124.728 | 60.960 | -79 | -92 | -77 | -76 | -85 | -79 | -76 | -74 |
| E | 1722840900.153 | 118.869 | 142.829 | 60.960 | -82 | -90 | -84 | -80 | -85 | -77 | -76 | -72 |
| F | 1722841070.156 | 73.019 | 125.710 | 60.960 | -76 | -73 | -81 | -73 | -69 | -73 | -68 | -65 |
| G | 1722840974.169 | 91.699 | 135.053 | 60.960 | -77 | -78 | -73 | -78 | -74 | -72 | -69 | -70 |
| H | 1722841217.162 | 90.850 | 78.693 | 60.960 | -74 | -82 | -78 | -69 | -83 | -71 | -77 | -79 |
| I | 1722841436.165 | 66.227 | 56.797 | 60.960 | -77 | -78 | -72 | -70 | -81 | -73 | -77 | -78 |
| J | 1722841403.149 | 133.303 | 123.906 | 60.960 | -78 | -88 | -80 | -78 | -78 | -72 | -79 | -73 |
| K | 1722841244.244 | 13.585 | 122.353 | 60.960 | -90 | -74 | -77 | -83 | -71 | -80 | -79 | -71 |
| L | 1722841381.156 | 80.661 | 125.737 | 60.960 | -83 | -81 | -75 | -83 | -77 | -75 | -74 | -72 |
| M | 1722840973.169 | 88.303 | 131.961 | 60.960 | -78 | -77 | -71 | -81 | -74 | -73 | -69 | -70 |
| N | 1722840956.158 | 42.453 | 92.388 | 60.960 | -86 | -73 | -72 | -73 | -80 | -85 | -77 | -71 |
| O | 1722841042.159 | 11.038 | 125.179 | 60.960 | -90 | -74 | -80 | -85 | -71 | -81 | -78 | -72 |
| P | 1722841132.147 | 57.736 | 164.898 | 60.960 | -81 | -82 | -86 | -85 | -82 | -75 | -75 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840920.171
- **Target RSSI fingerprint:** [-71, -89, -84, -75, -78, -74, -73, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.35906746670625,
186.75403118133545,
60.96
] | 16 |
5,973 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002889.150 | 25.472 | 87.014 | 51.816 | -86 | -85 | -76 | -77 | -81 | -87 | -89 | -68 |
| B | 1723003493.162 | 81.510 | 19.587 | 51.816 | -76 | -81 | -100 | -72 | -86 | -77 | -71 | -69 |
| C | 1723003148.133 | 59.434 | 10.139 | 51.816 | -87 | -79 | -81 | -82 | -83 | -75 | -70 | -64 |
| D | 1723002929.165 | 59.434 | 11.280 | 51.816 | -84 | -82 | -80 | -80 | -80 | -75 | -70 | -65 |
| E | 1723003302.161 | 73.868 | 42.240 | 51.816 | -87 | -83 | -85 | -73 | -83 | -84 | -77 | -69 |
| F | 1723003170.143 | 132.454 | 17.371 | 51.816 | -83 | -87 | -83 | -90 | -80 | -88 | -83 | -78 |
| G | 1723003305.145 | 72.170 | 58.244 | 51.816 | -83 | -80 | -86 | -75 | -86 | -84 | -74 | -70 |
| H | 1723003459.153 | 73.868 | 94.100 | 51.816 | -84 | -76 | -100 | -70 | -73 | -77 | -68 | -71 |
| I | 1723003010.142 | 16.132 | 90.557 | 51.816 | -87 | -87 | -81 | -90 | -87 | -82 | -75 | -79 |
| J | 1723002908.169 | 13.585 | 49.246 | 51.816 | -85 | -84 | -75 | -89 | -78 | -73 | -69 | -77 |
| K | 1723002969.144 | 104.435 | 49.034 | 51.816 | -82 | -88 | -77 | -82 | -83 | -87 | -85 | -61 |
| L | 1723003417.160 | 47.547 | 44.562 | 51.816 | -73 | -87 | -75 | -80 | -72 | -86 | -85 | -69 |
| M | 1723003215.140 | 8.491 | 58.151 | 51.816 | -90 | -85 | -85 | -92 | -89 | -86 | -80 | -79 |
| N | 1723003348.180 | 17.830 | 35.180 | 51.816 | -79 | -85 | -75 | -88 | -75 | -76 | -70 | -77 |
| O | 1723002827.148 | 129.057 | 52.179 | 51.816 | -83 | -80 | -82 | -84 | -83 | -85 | -76 | -67 |
| P | 1723002900.153 | 3.396 | 82.383 | 51.816 | -86 | -87 | -74 | -87 | -85 | -82 | -73 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003246.167
- **Target RSSI fingerprint:** [-85, -81, -87, -85, -86, -85, -69, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73652818662916,
93.9940881729126,
51.816
] | 16 |
573 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994966.188 | 76.416 | 2.256 | 51.816 | -100 | -93 | -100 | -93 | -91 | -95 | -97 | -92 |
| B | 1731994362.210 | 56.887 | 101.664 | 51.816 | -83 | -88 | -88 | -85 | -78 | -81 | -83 | -70 |
| C | 1731994565.221 | 25.472 | 80.591 | 51.816 | -85 | -89 | -82 | -79 | -83 | -76 | -75 | -71 |
| D | 1731994600.217 | 52.642 | 71.196 | 51.816 | -87 | -74 | -86 | -92 | -86 | -91 | -73 | -76 |
| E | 1731994616.211 | 84.906 | 93.463 | 51.816 | -78 | -85 | -88 | -90 | -76 | -77 | -74 | -64 |
| F | 1731994314.207 | 89.152 | 47.627 | 51.816 | -100 | -77 | -79 | -77 | -78 | -74 | -74 | -67 |
| G | 1731994518.230 | 83.208 | 41.802 | 51.816 | -83 | -95 | -84 | -89 | -86 | -79 | -82 | -81 |
| H | 1731994155.223 | 73.868 | 2.893 | 51.816 | -100 | -91 | -104 | -88 | -96 | -100 | -99 | -87 |
| I | 1731994443.228 | 84.906 | 32.141 | 51.816 | -72 | -84 | -74 | -78 | -68 | -67 | -69 | -72 |
| J | 1731994740.235 | 78.963 | 119.460 | 51.816 | -80 | -94 | -75 | -88 | -88 | -75 | -74 | -84 |
| K | 1731994340.225 | 106.133 | 85.952 | 51.816 | -81 | -90 | -82 | -88 | -85 | -77 | -72 | -83 |
| L | 1731994252.216 | 67.076 | 15.978 | 51.816 | -83 | -83 | -86 | -76 | -84 | -82 | -81 | -72 |
| M | 1731994719.215 | 118.020 | 66.432 | 51.816 | -78 | -95 | -86 | -100 | -86 | -80 | -86 | -79 |
| N | 1731994406.206 | 69.623 | 80.578 | 51.816 | -80 | -74 | -84 | -87 | -85 | -75 | -76 | -75 |
| O | 1731994571.226 | 5.943 | 64.441 | 51.816 | -82 | -78 | -82 | -78 | -78 | -89 | -74 | -73 |
| P | 1731994703.238 | 84.057 | 50.069 | 51.816 | -100 | -83 | -80 | -81 | -83 | -77 | -77 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994581.229
- **Target RSSI fingerprint:** [-100, -91, -85, -76, -83, -72, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339688518980255,
60.990657806396484,
51.816
] | 16 |
10,376 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000168.238 | 82.359 | 69.975 | 42.672 | -85 | -84 | -79 | -87 | -76 | -68 | -72 | -82 |
| B | 1731999799.215 | 55.189 | 162.894 | 42.672 | -93 | -88 | -90 | -90 | -92 | -92 | -91 | -90 |
| C | 1731999650.234 | 71.321 | 185.162 | 42.672 | -84 | -100 | -89 | -70 | -90 | -86 | -79 | -71 |
| D | 1731999668.221 | 56.887 | 166.570 | 42.672 | -90 | -74 | -87 | -75 | -90 | -86 | -89 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999539.247
- **Target RSSI fingerprint:** [-92, -88, -79, -85, -82, -91, -81, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
29.717190543068313,
42.59791374206543,
42.672000000000004
] | 4 |
41,982 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130234.122 | 102.739 | 23.714 | 60.960 | -71 | -68 | -73 | -75 | -73 | -74 | -74 | -66 |
| B | 1724130101.133 | 60.285 | 68.528 | 60.960 | -76 | -77 | -77 | -79 | -77 | -76 | -72 | -62 |
| C | 1724129869.136 | 102.739 | 21.631 | 60.960 | -77 | -80 | -86 | -82 | -66 | -71 | -74 | -66 |
| D | 1724130090.129 | 113.778 | 95.998 | 60.960 | -81 | -77 | -81 | -75 | -83 | -79 | -72 | -66 |
| E | 1724129805.124 | 47.549 | 34.238 | 60.960 | -70 | -67 | -74 | -71 | -62 | -100 | -71 | -67 |
| F | 1724130472.130 | 5.944 | 115.983 | 60.960 | -100 | -100 | -84 | -100 | -100 | -77 | -100 | -67 |
| G | 1724130384.125 | 31.416 | 57.899 | 60.960 | -77 | -81 | -81 | -81 | -81 | -74 | -76 | -64 |
| H | 1724130091.147 | 108.683 | 93.556 | 60.960 | -81 | -76 | -78 | -76 | -83 | -77 | -73 | -64 |
| I | 1724129787.142 | 12.736 | 111.909 | 60.960 | -75 | -74 | -76 | -72 | -66 | -78 | -82 | -73 |
| J | 1724130070.119 | 145.194 | 44.018 | 60.960 | -100 | -84 | -76 | -77 | -85 | -78 | -74 | -81 |
| K | 1724130189.132 | 51.794 | 7.339 | 60.960 | -85 | -82 | -83 | -83 | -81 | -69 | -79 | -70 |
| L | 1724129860.120 | 95.947 | 34.941 | 60.960 | -74 | -79 | -75 | -78 | -82 | -76 | -74 | -67 |
| M | 1724130248.123 | 143.496 | 43.806 | 60.960 | -81 | -75 | -80 | -75 | -79 | -73 | -67 | -74 |
| N | 1724130325.125 | 120.570 | 64.083 | 60.960 | -100 | -82 | -82 | -81 | -72 | -73 | -70 | -73 |
| O | 1724130103.113 | 50.945 | 63.804 | 60.960 | -80 | -82 | -80 | -80 | -83 | -79 | -84 | -65 |
| P | 1724129835.147 | 33.963 | 54.183 | 60.960 | -100 | -100 | -80 | -80 | -82 | -77 | -81 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129880.159
- **Target RSSI fingerprint:** [-84, -82, -85, -80, -84, -73, -72, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
145.19370502233107,
41.76187992095947,
60.96
] | 16 |
40,183 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691826.153 | 208.875 | 107.211 | 51.816 | -73 | -83 | -82 | -82 | -76 | -82 | -80 | -81 |
| B | 1723691279.131 | 140.099 | 31.597 | 51.816 | -78 | -80 | -83 | -100 | -72 | -68 | -68 | -81 |
| C | 1723691860.142 | 180.855 | 36.228 | 51.816 | -100 | -86 | -88 | -78 | -84 | -78 | -73 | -68 |
| D | 1723691731.139 | 198.686 | 59.279 | 51.816 | -75 | -85 | -84 | -79 | -77 | -80 | -81 | -77 |
| E | 1723691641.182 | 233.499 | 92.468 | 51.816 | -84 | -80 | -83 | -77 | -75 | -84 | -77 | -77 |
| F | 1723691305.150 | 158.779 | 107.225 | 51.816 | -71 | -77 | -83 | -78 | -80 | -80 | -75 | -76 |
| G | 1723691788.154 | 122.268 | 67.055 | 51.816 | -100 | -85 | -82 | -76 | -85 | -75 | -76 | -72 |
| H | 1723691787.150 | 123.117 | 68.210 | 51.816 | -100 | -85 | -81 | -76 | -85 | -75 | -76 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691453.132
- **Target RSSI fingerprint:** [-100, -86, -81, -75, -86, -77, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
208.02604812723825,
62.72907733917236,
51.816
] | 8 |
31,790 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698098.167 | 22.925 | 40.660 | 51.816 | -76 | -75 | -80 | -82 | -78 | -79 | -77 | -73 |
| B | 1723698067.138 | 74.720 | 34.954 | 51.816 | -75 | -76 | -79 | -76 | -78 | -69 | -70 | -68 |
| C | 1723698073.148 | 61.134 | 62.291 | 51.816 | -78 | -76 | -78 | -74 | -78 | -80 | -68 | -68 |
| D | 1723698003.146 | 18.680 | 48.623 | 51.816 | -80 | -74 | -79 | -75 | -78 | -73 | -76 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698424.151
- **Target RSSI fingerprint:** [-77, -78, -79, -78, -78, -73, -69, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.983266630774885,
54.554524421691895,
51.816
] | 4 |
7,303 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009773.144 | 151.982 | 69.922 | 60.960 | -84 | -84 | -77 | -80 | -78 | -82 | -79 | -75 |
| B | 1723010296.157 | 67.076 | 85.329 | 60.960 | -100 | -70 | -73 | -79 | -72 | -75 | -74 | -68 |
| C | 1723010059.169 | 78.963 | 56.028 | 60.960 | -84 | -74 | -84 | -87 | -83 | -74 | -82 | -70 |
| D | 1723010469.144 | 167.265 | 50.494 | 60.960 | -76 | -100 | -69 | -70 | -73 | -78 | -100 | -79 |
| E | 1723010463.159 | 146.039 | 72.576 | 60.960 | -82 | -83 | -89 | -76 | -85 | -88 | -81 | -79 |
| F | 1723010250.141 | 157.077 | 10.868 | 60.960 | -73 | -77 | -84 | -71 | -78 | -77 | -66 | -83 |
| G | 1723009905.170 | 122.265 | 6.980 | 60.960 | -73 | -78 | -85 | -73 | -80 | -76 | -64 | -75 |
| H | 1723010134.148 | 139.246 | 11.253 | 60.960 | -74 | -100 | -83 | -72 | -84 | -84 | -60 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009965.137
- **Target RSSI fingerprint:** [-77, -83, -86, -78, -73, -74, -80, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
15.283119869718078,
60.91103553771973,
60.96
] | 8 |
36,023 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128541.149 | 61.983 | 37.860 | 51.816 | -81 | -77 | -81 | -81 | -78 | -81 | -66 | -80 |
| B | 1724128508.133 | 83.210 | 82.635 | 51.816 | -78 | -79 | -76 | -79 | -80 | -64 | -63 | -70 |
| C | 1724128664.127 | 140.948 | 45.026 | 51.816 | -76 | -79 | -100 | -73 | -76 | -73 | -81 | -71 |
| D | 1724128917.148 | 101.041 | 60.340 | 51.816 | -75 | -82 | -89 | -81 | -79 | -81 | -85 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128764.145
- **Target RSSI fingerprint:** [-76, -83, -80, -82, -80, -79, -85, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.53209449733058,
28.279175758361816,
51.816
] | 4 |
41,973 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698211.136 | 106.136 | 81.467 | 51.816 | -77 | -69 | -74 | -73 | -85 | -79 | -78 | -74 |
| B | 1723698035.133 | 102.739 | 84.201 | 51.816 | -86 | -71 | -72 | -74 | -77 | -100 | -77 | -75 |
| C | 1723698116.148 | 55.191 | 7.790 | 51.816 | -75 | -76 | -81 | -76 | -75 | -72 | -73 | -70 |
| D | 1723697986.140 | 53.492 | 38.365 | 51.816 | -100 | -80 | -78 | -100 | -75 | -73 | -72 | -65 |
| E | 1723697795.138 | 2.547 | 61.203 | 51.816 | -94 | -100 | -100 | -95 | -100 | -90 | -97 | -70 |
| F | 1723698000.145 | 23.774 | 37.276 | 51.816 | -79 | -100 | -73 | -73 | -73 | -68 | -76 | -63 |
| G | 1723698127.143 | 105.287 | 36.109 | 51.816 | -69 | -74 | -78 | -72 | -70 | -68 | -73 | -75 |
| H | 1723698002.152 | 19.529 | 46.207 | 51.816 | -80 | -100 | -77 | -75 | -76 | -65 | -74 | -64 |
| I | 1723698350.138 | 25.473 | 26.541 | 51.816 | -88 | -100 | -81 | -86 | -78 | -80 | -72 | -67 |
| J | 1723698053.138 | 106.985 | 36.626 | 51.816 | -77 | -72 | -78 | -80 | -78 | -73 | -72 | -71 |
| K | 1723698113.189 | 42.454 | 0.186 | 51.816 | -76 | -78 | -79 | -76 | -76 | -77 | -76 | -69 |
| L | 1723697796.138 | 3.396 | 60.951 | 51.816 | -94 | -100 | -100 | -89 | -100 | -95 | -97 | -69 |
| M | 1723698203.150 | 97.645 | 89.549 | 51.816 | -79 | -73 | -83 | -72 | -75 | -84 | -77 | -73 |
| N | 1723698138.144 | 123.117 | 48.278 | 51.816 | -75 | -79 | -77 | -77 | -72 | -78 | -69 | -76 |
| O | 1723698432.141 | 55.191 | 66.432 | 51.816 | -81 | -74 | -75 | -77 | -77 | -81 | -76 | -65 |
| P | 1723698391.143 | 114.627 | 62.703 | 51.816 | -85 | -71 | -73 | -80 | -79 | -82 | -76 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698364.155
- **Target RSSI fingerprint:** [-88, -78, -81, -78, -78, -78, -75, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26526208177323,
58.86739730834961,
51.816
] | 16 |
43,105 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123262.139 | 106.136 | 42.651 | 60.960 | -81 | -80 | -83 | -70 | -100 | -72 | -70 | -64 |
| B | 1724123549.128 | 70.474 | 26.382 | 60.960 | -79 | -84 | -82 | -84 | -80 | -83 | -83 | -85 |
| C | 1724123537.137 | 97.645 | 34.437 | 60.960 | -100 | -81 | -78 | -74 | -84 | -77 | -70 | -64 |
| D | 1724123237.138 | 29.718 | 2.614 | 60.960 | -72 | -77 | -81 | -81 | -80 | -79 | -79 | -79 |
| E | 1724123554.156 | 60.285 | 48.079 | 60.960 | -72 | -75 | -77 | -75 | -73 | -76 | -70 | -66 |
| F | 1724123376.123 | 63.681 | 30.389 | 60.960 | -100 | -100 | -100 | -78 | -71 | -78 | -72 | -64 |
| G | 1724123437.138 | 97.645 | 37.011 | 60.960 | -83 | -84 | -83 | -73 | -81 | -77 | -71 | -68 |
| H | 1724123551.158 | 66.229 | 34.516 | 60.960 | -72 | -79 | -83 | -86 | -73 | -83 | -72 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123361.126
- **Target RSSI fingerprint:** [-82, -81, -77, -76, -84, -78, -67, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.89030066658017,
35.89637279510498,
60.96
] | 8 |
12,795 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006386.160 | 115.472 | 9.090 | 42.672 | -87 | -79 | -87 | -83 | -85 | -74 | -75 | -84 |
| B | 1723006696.139 | 59.434 | 85.116 | 42.672 | -87 | -80 | -85 | -86 | -70 | -69 | -74 | -70 |
| C | 1723006408.153 | 145.190 | 38.338 | 42.672 | -86 | -92 | -83 | -91 | -80 | -76 | -83 | -75 |
| D | 1723006385.142 | 109.529 | 9.303 | 42.672 | -87 | -79 | -89 | -84 | -86 | -76 | -75 | -88 |
| E | 1723006378.155 | 74.717 | 10.391 | 42.672 | -86 | -80 | -89 | -78 | -82 | -81 | -77 | -80 |
| F | 1723006280.138 | 150.284 | 29.447 | 42.672 | -84 | -77 | -87 | -83 | -78 | -68 | -72 | -71 |
| G | 1723006310.144 | 93.397 | 14.810 | 42.672 | -89 | -83 | -90 | -81 | -83 | -81 | -81 | -84 |
| H | 1723006309.144 | 95.095 | 10.152 | 42.672 | -89 | -83 | -89 | -83 | -83 | -85 | -82 | -80 |
| I | 1723006307.149 | 96.793 | 4.379 | 42.672 | -74 | -75 | -72 | -81 | -100 | -100 | -100 | -81 |
| J | 1723007047.175 | 204.624 | 4.406 | 42.672 | -102 | -100 | -91 | -100 | -97 | -88 | -91 | -94 |
| K | 1723006815.154 | 45.000 | 11.824 | 42.672 | -72 | -100 | -75 | -74 | -69 | -77 | -74 | -57 |
| L | 1723006801.173 | 8.491 | 69.630 | 42.672 | -73 | -76 | -80 | -83 | -66 | -79 | -77 | -69 |
| M | 1723006772.171 | 66.227 | 80.870 | 42.672 | -91 | -93 | -88 | -88 | -83 | -86 | -88 | -72 |
| N | 1723006446.144 | 18.679 | 46.513 | 42.672 | -76 | -86 | -76 | -74 | -100 | -100 | -84 | -74 |
| O | 1723006919.131 | 50.944 | 83.431 | 42.672 | -88 | -85 | -89 | -86 | -72 | -69 | -73 | -81 |
| P | 1723006314.174 | 85.755 | 34.370 | 42.672 | -89 | -85 | -82 | -84 | -100 | -78 | -78 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006353.167
- **Target RSSI fingerprint:** [-74, -80, -80, -82, -74, -80, -81, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339684350444642,
65.2902603149414,
42.672000000000004
] | 16 |
17,118 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723005011.163 | 129.907 | 93.251 | 60.960 | -77 | -84 | -83 | -80 | -83 | -70 | -76 | -58 |
| B | 1723004378.155 | 133.303 | 11.426 | 60.960 | -100 | -84 | -85 | -79 | -81 | -81 | -75 | -80 |
| C | 1723004681.181 | 38.208 | 11.041 | 60.960 | -89 | -85 | -76 | -82 | -84 | -72 | -78 | -61 |
| D | 1723004992.145 | 58.585 | 90.743 | 60.960 | -77 | -87 | -85 | -84 | -86 | -72 | -76 | -81 |
| E | 1723004801.129 | 130.756 | 49.114 | 60.960 | -79 | -87 | -82 | -88 | -87 | -75 | -66 | -68 |
| F | 1723004941.153 | 110.378 | 47.203 | 60.960 | -86 | -78 | -87 | -79 | -78 | -87 | -75 | -65 |
| G | 1723004826.135 | 77.265 | 8.639 | 60.960 | -76 | -79 | -83 | -75 | -68 | -86 | -83 | -63 |
| H | 1723004472.152 | 88.302 | 13.098 | 60.960 | -76 | -76 | -83 | -78 | -68 | -71 | -80 | -60 |
| I | 1723004505.159 | 102.737 | 47.017 | 60.960 | -84 | -83 | -84 | -78 | -76 | -80 | -73 | -73 |
| J | 1723005016.161 | 120.567 | 78.375 | 60.960 | -79 | -78 | -86 | -81 | -86 | -72 | -83 | -60 |
| K | 1723004367.152 | 130.756 | 41.802 | 60.960 | -81 | -81 | -79 | -82 | -83 | -73 | -65 | -71 |
| L | 1723004350.180 | 123.114 | 90.703 | 60.960 | -88 | -79 | -87 | -86 | -87 | -72 | -71 | -75 |
| M | 1723004728.162 | 79.812 | 48.039 | 60.960 | -77 | -80 | -81 | -77 | -70 | -85 | -75 | -100 |
| N | 1723004544.156 | 3.396 | 87.863 | 60.960 | -84 | -77 | -70 | -79 | -80 | -85 | -70 | -75 |
| O | 1723004461.165 | 30.566 | 12.103 | 60.960 | -100 | -86 | -75 | -85 | -85 | -72 | -76 | -60 |
| P | 1723004618.137 | 73.868 | 33.747 | 60.960 | -77 | -84 | -82 | -81 | -74 | -75 | -81 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004772.132
- **Target RSSI fingerprint:** [-80, -86, -82, -85, -84, -72, -77, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.1890439849485,
89.98643398284912,
60.96
] | 16 |
15,383 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999677.218 | 25.472 | 135.676 | 42.672 | -91 | -85 | -79 | -86 | -75 | -86 | -83 | -79 |
| B | 1731999635.219 | 94.246 | 120.588 | 42.672 | -87 | -85 | -79 | -90 | -84 | -80 | -75 | -77 |
| C | 1732000079.232 | 57.736 | 157.320 | 42.672 | -91 | -92 | -73 | -88 | -88 | -86 | -74 | -67 |
| D | 1731999975.231 | 43.302 | 106.641 | 42.672 | -87 | -85 | -100 | -79 | -80 | -73 | -85 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999711.224
- **Target RSSI fingerprint:** [-91, -87, -84, -84, -81, -82, -70, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.35907093364646,
130.52743911743164,
42.672000000000004
] | 4 |
43,845 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693359.134 | 209.724 | 119.473 | 60.960 | -100 | -71 | -74 | -77 | -74 | -64 | -100 | -68 |
| B | 1723693469.132 | 153.685 | 5.985 | 60.960 | -79 | -84 | -77 | -80 | -83 | -84 | -72 | -77 |
| C | 1723693327.166 | 188.497 | 42.651 | 60.960 | -79 | -76 | -100 | -79 | -76 | -100 | -70 | -100 |
| D | 1723693340.131 | 213.970 | 66.206 | 60.960 | -76 | -78 | -79 | -75 | -82 | -63 | -79 | -67 |
| E | 1723693468.158 | 157.081 | 9.422 | 60.960 | -78 | -84 | -80 | -78 | -82 | -82 | -72 | -79 |
| F | 1723693423.151 | 186.799 | 79.954 | 60.960 | -77 | -78 | -82 | -77 | -78 | -67 | -78 | -66 |
| G | 1723693680.144 | 136.703 | 6.184 | 60.960 | -80 | -100 | -82 | -75 | -82 | -91 | -70 | -77 |
| H | 1723693472.159 | 147.741 | 0.332 | 60.960 | -80 | -84 | -77 | -75 | -82 | -84 | -71 | -79 |
| I | 1723693343.162 | 224.159 | 76.583 | 60.960 | -77 | -71 | -77 | -75 | -80 | -64 | -79 | -70 |
| J | 1723693428.161 | 206.328 | 97.060 | 60.960 | -76 | -72 | -75 | -100 | -75 | -65 | -74 | -67 |
| K | 1723693276.139 | 146.043 | 0.531 | 60.960 | -77 | -100 | -85 | -79 | -79 | -81 | -81 | -75 |
| L | 1723693141.137 | 217.366 | 69.351 | 60.960 | -82 | -76 | -79 | -75 | -80 | -62 | -80 | -66 |
| M | 1723693124.154 | 182.553 | 53.320 | 60.960 | -78 | -81 | -82 | -81 | -73 | -81 | -73 | -79 |
| N | 1723693163.139 | 203.781 | 130.926 | 60.960 | -100 | -77 | -76 | -77 | -73 | -66 | -79 | -68 |
| O | 1723693660.153 | 184.252 | 37.714 | 60.960 | -78 | -85 | -77 | -76 | -84 | -84 | -75 | -83 |
| P | 1723693644.152 | 229.253 | 82.343 | 60.960 | -77 | -70 | -83 | -77 | -71 | -84 | -76 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693389.142
- **Target RSSI fingerprint:** [-80, -84, -76, -77, -79, -82, -71, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11745335455515,
66.8163537979126,
60.96
] | 16 |
43,270 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126621.130 | 47.549 | 26.581 | 42.672 | -100 | -85 | -70 | -100 | -84 | -70 | -55 | -76 |
| B | 1724127001.174 | 49.247 | 12.673 | 42.672 | -87 | -100 | -100 | -75 | -76 | -74 | -60 | -67 |
| C | 1724127207.134 | 8.491 | 107.118 | 42.672 | -100 | -72 | -84 | -76 | -70 | -84 | -81 | -66 |
| D | 1724126755.128 | 50.096 | 33.216 | 42.672 | -80 | -81 | -75 | -100 | -74 | -76 | -69 | -64 |
| E | 1724126734.134 | 34.813 | 55.789 | 42.672 | -82 | -80 | -88 | -86 | -70 | -82 | -81 | -63 |
| F | 1724126901.146 | 108.683 | 93.158 | 42.672 | -85 | -72 | -86 | -86 | -100 | -86 | -87 | -100 |
| G | 1724127204.147 | 14.434 | 93.702 | 42.672 | -100 | -75 | -81 | -80 | -70 | -82 | -78 | -65 |
| H | 1724126784.128 | 142.646 | 47.720 | 42.672 | -85 | -100 | -79 | -83 | -100 | -85 | -83 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126840.150
- **Target RSSI fingerprint:** [-78, -74, -83, -85, -80, -82, -81, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.13419254865359,
71.44771575927734,
42.672000000000004
] | 8 |
2,942 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840929.172 | 49.246 | 156.922 | 60.960 | -78 | -77 | -100 | -74 | -79 | -73 | -71 | -75 |
| B | 1722840839.166 | 10.189 | 125.339 | 60.960 | -75 | -82 | -80 | -75 | -71 | -77 | -81 | -72 |
| C | 1722840817.147 | 64.529 | 65.728 | 60.960 | -85 | -77 | -76 | -69 | -75 | -75 | -68 | -73 |
| D | 1722841191.179 | 115.473 | 150.884 | 60.960 | -81 | -80 | -100 | -83 | -73 | -85 | -72 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841454.177
- **Target RSSI fingerprint:** [-93, -79, -71, -74, -89, -72, -84, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.943437858422101,
6.701540946960449,
60.96
] | 4 |
36,476 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127094.135 | 69.625 | 74.327 | 42.672 | -89 | -86 | -78 | -79 | -83 | -79 | -64 | -86 |
| B | 1724126782.156 | 138.401 | 56.930 | 42.672 | -76 | -85 | -100 | -86 | -81 | -80 | -86 | -79 |
| C | 1724126857.124 | 91.701 | 35.644 | 42.672 | -71 | -81 | -83 | -79 | -71 | -100 | -75 | -73 |
| D | 1724126669.134 | 81.512 | 58.058 | 42.672 | -73 | -83 | -84 | -100 | -77 | -77 | -74 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127053.138
- **Target RSSI fingerprint:** [-84, -100, -91, -91, -76, -100, -91, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.23026699824472,
30.70765495300293,
42.672000000000004
] | 4 |
41,626 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126666.136 | 74.720 | 71.912 | 42.672 | -69 | -76 | -84 | -76 | -100 | -85 | -79 | -79 |
| B | 1724126932.137 | 43.303 | 28.332 | 42.672 | -72 | -79 | -70 | -69 | -58 | -85 | -81 | -56 |
| C | 1724127110.125 | 33.963 | 49.459 | 42.672 | -68 | -77 | -100 | -71 | -70 | -75 | -71 | -57 |
| D | 1724126930.140 | 40.756 | 32.818 | 42.672 | -76 | -80 | -68 | -69 | -65 | -82 | -77 | -54 |
| E | 1724126837.137 | 47.549 | 64.733 | 42.672 | -76 | -83 | -81 | -80 | -85 | -75 | -65 | -81 |
| F | 1724126817.160 | 51.794 | 7.365 | 42.672 | -100 | -100 | -100 | -82 | -90 | -76 | -67 | -82 |
| G | 1724126992.142 | 59.436 | 3.172 | 42.672 | -100 | -86 | -88 | -100 | -80 | -75 | -63 | -82 |
| H | 1724126836.135 | 43.303 | 62.411 | 42.672 | -75 | -80 | -77 | -77 | -81 | -71 | -64 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126770.143
- **Target RSSI fingerprint:** [-100, -88, -85, -84, -92, -100, -87, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.02295505920623,
66.94905757904053,
42.672000000000004
] | 8 |
26,551 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941383.153 | 84.058 | 18.074 | 51.816 | -74 | -80 | -78 | -72 | -82 | -68 | -68 | -71 |
| B | 1725940800.141 | 78.114 | 70.227 | 51.816 | -100 | -80 | -78 | -79 | -75 | -78 | -76 | -71 |
| C | 1725940766.146 | 75.567 | 10.736 | 51.816 | -71 | -81 | -75 | -75 | -85 | -73 | -69 | -70 |
| D | 1725941000.157 | 82.360 | 73.743 | 51.816 | -100 | -79 | -79 | -77 | -77 | -79 | -78 | -71 |
| E | 1725940861.170 | 18.679 | 113.103 | 51.816 | -75 | -79 | -71 | -79 | -55 | -73 | -75 | -70 |
| F | 1725940816.163 | 58.586 | 51.038 | 51.816 | -72 | -74 | -100 | -71 | -74 | -73 | -70 | -59 |
| G | 1725941443.159 | 38.208 | 28.637 | 51.816 | -81 | -100 | -100 | -100 | -72 | -64 | -70 | -100 |
| H | 1725940912.162 | 93.397 | 35.989 | 51.816 | -76 | -76 | -75 | -75 | -85 | -75 | -73 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940859.158
- **Target RSSI fingerprint:** [-76, -67, -72, -79, -55, -75, -73, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132292804122976,
102.69945621490479,
51.816
] | 8 |
44,463 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723692885.142 | 3.396 | 67.732 | 60.960 | -100 | -100 | -93 | -100 | -104 | -100 | -96 | -88 |
| B | 1723693287.157 | 123.967 | 46.446 | 60.960 | -69 | -81 | -77 | -100 | -68 | -80 | -75 | -63 |
| C | 1723693262.153 | 176.610 | 29.593 | 60.960 | -78 | -82 | -79 | -78 | -75 | -72 | -83 | -80 |
| D | 1723693107.153 | 158.779 | 96.290 | 60.960 | -74 | -100 | -100 | -74 | -73 | -73 | -70 | -67 |
| E | 1723693443.163 | 228.404 | 82.834 | 60.960 | -83 | -72 | -72 | -78 | -100 | -100 | -84 | -83 |
| F | 1723693411.168 | 139.250 | 37.091 | 60.960 | -79 | -82 | -78 | -75 | -78 | -74 | -69 | -61 |
| G | 1723693340.131 | 213.970 | 66.206 | 60.960 | -79 | -78 | -82 | -76 | -75 | -79 | -63 | -67 |
| H | 1723693630.141 | 213.121 | 104.517 | 60.960 | -80 | -74 | -81 | -79 | -75 | -78 | -69 | -73 |
| I | 1723693535.153 | 196.988 | 50.626 | 60.960 | -71 | -79 | -74 | -74 | -72 | -74 | -61 | -62 |
| J | 1723693665.141 | 166.421 | 19.600 | 60.960 | -79 | -84 | -82 | -78 | -76 | -71 | -85 | -79 |
| K | 1723693572.152 | 189.346 | 120.548 | 60.960 | -81 | -69 | -77 | -76 | -78 | -77 | -100 | -100 |
| L | 1723693134.149 | 191.893 | 43.819 | 60.960 | -76 | -84 | -80 | -75 | -76 | -75 | -63 | -63 |
| M | 1723693248.152 | 227.555 | 79.171 | 60.960 | -100 | -100 | -100 | -77 | -71 | -72 | -73 | -100 |
| N | 1723693139.142 | 209.724 | 62.105 | 60.960 | -76 | -77 | -77 | -83 | -75 | -77 | -62 | -66 |
| O | 1723693321.164 | 177.459 | 65.410 | 60.960 | -84 | -78 | -72 | -82 | -79 | -75 | -82 | -79 |
| P | 1723693628.139 | 205.479 | 97.909 | 60.960 | -81 | -76 | -76 | -77 | -76 | -80 | -66 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693203.158
- **Target RSSI fingerprint:** [-100, -74, -66, -73, -100, -69, -100, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
132.45739809179727,
36.06888771057129,
60.96
] | 16 |
32,056 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123213.139 | 42.454 | 58.018 | 60.960 | -78 | -80 | -100 | -76 | -75 | -74 | -74 | -64 |
| B | 1724123062.146 | 32.265 | 8.042 | 60.960 | -83 | -81 | -81 | -79 | -80 | -83 | -75 | -79 |
| C | 1724123385.119 | 47.549 | 62.676 | 60.960 | -100 | -82 | -79 | -82 | -83 | -75 | -83 | -65 |
| D | 1724123408.125 | 16.133 | 30.761 | 60.960 | -78 | -74 | -75 | -74 | -85 | -82 | -69 | -77 |
| E | 1724123533.132 | 113.778 | 44.695 | 60.960 | -79 | -77 | -75 | -79 | -74 | -100 | -100 | -75 |
| F | 1724123147.138 | 38.209 | 61.402 | 60.960 | -79 | -81 | -76 | -80 | -71 | -78 | -73 | -67 |
| G | 1724122985.130 | 4.245 | 57.301 | 60.960 | -100 | -100 | -97 | -100 | -100 | -76 | -89 | -69 |
| H | 1724122986.132 | 5.095 | 56.147 | 60.960 | -100 | -100 | -92 | -100 | -100 | -73 | -90 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123583.138
- **Target RSSI fingerprint:** [-78, -72, -76, -77, -87, -82, -69, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981716777763364,
30.428977012634277,
60.96
] | 8 |
23,421 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939423.149 | 0.849 | 24.630 | 42.672 | -72 | -76 | -76 | -77 | -78 | -75 | -75 | -75 |
| B | 1725939245.142 | 82.360 | 12.381 | 42.672 | -64 | -70 | -82 | -73 | -66 | -64 | -78 | -81 |
| C | 1725939393.157 | 77.265 | 36.467 | 42.672 | -76 | -75 | -82 | -73 | -78 | -72 | -71 | -63 |
| D | 1725939368.153 | 91.699 | 58.416 | 42.672 | -81 | -76 | -85 | -74 | -80 | -79 | -74 | -63 |
| E | 1725939370.153 | 99.341 | 51.768 | 42.672 | -78 | -72 | -79 | -76 | -77 | -79 | -73 | -60 |
| F | 1725939480.145 | 73.869 | 72.735 | 42.672 | -76 | -74 | -84 | -79 | -77 | -75 | -75 | -70 |
| G | 1725939681.144 | 76.416 | 71.036 | 42.672 | -67 | -66 | -77 | -75 | -67 | -70 | -73 | -68 |
| H | 1725939334.144 | 12.736 | 82.674 | 42.672 | -77 | -78 | -60 | -71 | -77 | -74 | -73 | -66 |
| I | 1725939732.139 | 5.943 | 52.484 | 42.672 | -73 | -78 | -60 | -68 | -76 | -77 | -72 | -72 |
| J | 1725939507.154 | 51.793 | 12.766 | 42.672 | -77 | -77 | -85 | -85 | -82 | -69 | -86 | -83 |
| K | 1725939115.136 | 44.152 | 11.996 | 42.672 | -100 | -87 | -87 | -100 | -100 | -84 | -100 | -87 |
| L | 1725939343.170 | 20.378 | 119.778 | 42.672 | -100 | -100 | -65 | -68 | -81 | -100 | -81 | -67 |
| M | 1725939243.163 | 71.322 | 14.624 | 42.672 | -64 | -74 | -84 | -76 | -69 | -71 | -80 | -84 |
| N | 1725939287.136 | 64.529 | 76.079 | 42.672 | -100 | -100 | -79 | -100 | -79 | -100 | -70 | -70 |
| O | 1725939401.159 | 41.604 | 53.015 | 42.672 | -73 | -77 | -81 | -73 | -81 | -70 | -72 | -67 |
| P | 1725939574.145 | 102.737 | 52.352 | 42.672 | -79 | -74 | -83 | -76 | -74 | -74 | -74 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939833.151
- **Target RSSI fingerprint:** [-78, -76, -76, -79, -76, -70, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490680208210069,
28.796720504760742,
42.672000000000004
] | 16 |
14,697 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828791.181 | 85.755 | 79.808 | 42.672 | -88 | -81 | -86 | -100 | -100 | -72 | -75 | -100 |
| B | 1722828600.130 | 101.038 | 93.888 | 42.672 | -89 | -80 | -85 | -81 | -78 | -89 | -73 | -78 |
| C | 1722828947.159 | 28.868 | 78.746 | 42.672 | -93 | -93 | -86 | -83 | -83 | -86 | -82 | -75 |
| D | 1722828985.147 | 56.887 | 64.428 | 42.672 | -88 | -88 | -88 | -84 | -88 | -74 | -77 | -88 |
| E | 1722828971.162 | 21.227 | 47.840 | 42.672 | -80 | -85 | -86 | -85 | -85 | -76 | -74 | -72 |
| F | 1722828462.176 | 2.547 | 54.289 | 42.672 | -89 | -87 | -80 | -83 | -84 | -73 | -76 | -100 |
| G | 1722828293.132 | 68.774 | 0.226 | 42.672 | -100 | -100 | -100 | -100 | -67 | -78 | -88 | -73 |
| H | 1722828749.152 | 33.113 | 82.144 | 42.672 | -87 | -89 | -80 | -77 | -73 | -81 | -75 | -67 |
| I | 1722828496.154 | 94.246 | 37.422 | 42.672 | -88 | -81 | -78 | -80 | -85 | -78 | -76 | -83 |
| J | 1722828817.147 | 128.208 | 57.779 | 42.672 | -91 | -88 | -80 | -76 | -79 | -87 | -79 | -85 |
| K | 1722828337.156 | 67.925 | 5.799 | 42.672 | -94 | -87 | -88 | -77 | -82 | -88 | -86 | -70 |
| L | 1722828535.151 | 67.925 | 117.231 | 42.672 | -83 | -95 | -79 | -87 | -80 | -87 | -79 | -81 |
| M | 1722829023.164 | 95.944 | 28.200 | 42.672 | -93 | -92 | -81 | -74 | -76 | -84 | -76 | -63 |
| N | 1722828643.142 | 61.133 | 7.763 | 42.672 | -84 | -82 | -79 | -78 | -78 | -72 | -80 | -74 |
| O | 1722828887.162 | 75.567 | 54.528 | 42.672 | -83 | -90 | -85 | -84 | -84 | -78 | -82 | -77 |
| P | 1722828629.161 | 87.453 | 23.024 | 42.672 | -90 | -91 | -80 | -75 | -77 | -82 | -76 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722829005.159
- **Target RSSI fingerprint:** [-87, -78, -81, -82, -78, -88, -80, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.86875867317075,
74.10179138183594,
42.672000000000004
] | 16 |
17,751 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994607.221 | 79.812 | 93.543 | 51.816 | -95 | -82 | -91 | -94 | -86 | -79 | -84 | -75 |
| B | 1731994359.226 | 67.925 | 112.267 | 51.816 | -79 | -86 | -100 | -89 | -81 | -84 | -84 | -73 |
| C | 1731994420.223 | 97.642 | 95.932 | 51.816 | -77 | -83 | -87 | -89 | -77 | -77 | -75 | -63 |
| D | 1731994734.228 | 97.642 | 97.604 | 51.816 | -87 | -88 | -86 | -77 | -88 | -74 | -71 | -84 |
| E | 1731994818.232 | 116.322 | 80.737 | 51.816 | -82 | -91 | -89 | -81 | -81 | -87 | -79 | -68 |
| F | 1731994308.217 | 70.472 | 62.941 | 51.816 | -91 | -92 | -76 | -78 | -79 | -70 | -76 | -64 |
| G | 1731994397.210 | 30.566 | 51.317 | 51.816 | -92 | -78 | -84 | -85 | -88 | -80 | -74 | -77 |
| H | 1731994826.215 | 126.510 | 72.125 | 51.816 | -90 | -100 | -83 | -75 | -80 | -74 | -70 | -77 |
| I | 1731994941.206 | 77.265 | 1.115 | 51.816 | -95 | -100 | -95 | -103 | -97 | -99 | -99 | -90 |
| J | 1731994782.231 | 33.113 | 48.649 | 51.816 | -88 | -80 | -76 | -89 | -85 | -69 | -80 | -72 |
| K | 1731994704.211 | 87.453 | 47.004 | 51.816 | -97 | -93 | -81 | -84 | -83 | -77 | -77 | -70 |
| L | 1731994814.235 | 101.888 | 95.255 | 51.816 | -78 | -84 | -86 | -86 | -78 | -77 | -74 | -64 |
| M | 1731994337.229 | 116.322 | 73.677 | 51.816 | -94 | -86 | -88 | -85 | -78 | -78 | -72 | -78 |
| N | 1731994377.241 | 9.340 | 63.565 | 51.816 | -85 | -82 | -78 | -80 | -76 | -100 | -72 | -74 |
| O | 1731994681.228 | 22.925 | 89.442 | 51.816 | -92 | -83 | -88 | -86 | -81 | -83 | -88 | -74 |
| P | 1731994554.218 | 68.774 | 116.806 | 51.816 | -79 | -85 | -100 | -88 | -87 | -81 | -90 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994336.223
- **Target RSSI fingerprint:** [-93, -86, -88, -82, -87, -79, -73, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.8687629688396,
70.79746723175049,
51.816
] | 16 |
41,767 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129724.129 | 11.038 | 111.896 | 60.960 | -100 | -83 | -100 | -92 | -98 | -100 | -98 | -81 |
| B | 1724129998.127 | 58.587 | 1.155 | 60.960 | -100 | -86 | -79 | -88 | -78 | -69 | -72 | -64 |
| C | 1724130265.141 | 120.570 | 88.500 | 60.960 | -78 | -82 | -78 | -80 | -73 | -79 | -71 | -63 |
| D | 1724129837.158 | 39.058 | 56.956 | 60.960 | -76 | -82 | -80 | -77 | -79 | -79 | -70 | -71 |
| E | 1724130222.133 | 82.361 | 70.638 | 60.960 | -77 | -81 | -79 | -75 | -79 | -70 | -81 | -68 |
| F | 1724130119.128 | 45.002 | 29.102 | 60.960 | -80 | -77 | -74 | -80 | -82 | -73 | -81 | -68 |
| G | 1724129843.128 | 66.229 | 71.474 | 60.960 | -76 | -81 | -81 | -82 | -75 | -70 | -74 | -69 |
| H | 1724130195.125 | 39.058 | 35.379 | 60.960 | -76 | -83 | -81 | -79 | -77 | -82 | -69 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130078.131
- **Target RSSI fingerprint:** [-77, -82, -100, -75, -74, -81, -68, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.06107113096095,
75.26958465576172,
60.96
] | 8 |
44,670 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128503.135 | 106.985 | 95.122 | 51.816 | -81 | -76 | -81 | -71 | -78 | -68 | -75 | -73 |
| B | 1724128749.149 | 135.854 | 54.594 | 51.816 | -79 | -82 | -83 | -64 | -80 | -75 | -100 | -68 |
| C | 1724128915.132 | 91.701 | 55.961 | 51.816 | -78 | -100 | -75 | -72 | -73 | -77 | -69 | -70 |
| D | 1724128660.130 | 139.250 | 43.872 | 51.816 | -83 | -79 | -76 | -76 | -79 | -80 | -86 | -71 |
| E | 1724128694.121 | 69.625 | 75.999 | 51.816 | -81 | -83 | -82 | -100 | -81 | -76 | -64 | -71 |
| F | 1724128944.155 | 125.665 | 35.963 | 51.816 | -78 | -75 | -80 | -81 | -73 | -64 | -100 | -70 |
| G | 1724128669.135 | 135.854 | 60.234 | 51.816 | -76 | -70 | -73 | -84 | -76 | -83 | -77 | -66 |
| H | 1724128932.122 | 135.854 | 58.602 | 51.816 | -80 | -82 | -83 | -63 | -73 | -75 | -100 | -69 |
| I | 1724128839.139 | 124.816 | 35.817 | 51.816 | -100 | -84 | -78 | -76 | -80 | -72 | -100 | -78 |
| J | 1724128515.146 | 50.945 | 65.768 | 51.816 | -83 | -85 | -80 | -100 | -81 | -85 | -65 | -78 |
| K | 1724128414.130 | 52.643 | 0.690 | 51.816 | -84 | -65 | -71 | -86 | -84 | -79 | -86 | -81 |
| L | 1724128393.138 | 21.227 | 73.903 | 51.816 | -80 | -86 | -100 | -67 | -79 | -100 | -80 | -73 |
| M | 1724128955.117 | 73.870 | 11.081 | 51.816 | -81 | -79 | -84 | -100 | -79 | -84 | -64 | -71 |
| N | 1724128810.133 | 74.720 | 78.800 | 51.816 | -100 | -100 | -80 | -70 | -100 | -77 | -65 | -100 |
| O | 1724128437.159 | 45.851 | 62.649 | 51.816 | -81 | -78 | -77 | -76 | -80 | -100 | -69 | -81 |
| P | 1724128981.183 | 25.473 | 67.891 | 51.816 | -83 | -82 | -82 | -100 | -79 | -79 | -64 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128502.165
- **Target RSSI fingerprint:** [-82, -82, -80, -74, -78, -71, -77, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.0793525088964,
97.45765686035156,
51.816
] | 16 |
17,402 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839146.187 | 59.434 | 72.324 | 51.816 | -82 | -75 | -75 | -90 | -83 | -74 | -71 | -87 |
| B | 1722839310.167 | 114.623 | 152.742 | 51.816 | -85 | -85 | -76 | -89 | -84 | -76 | -78 | -77 |
| C | 1722839018.177 | 129.058 | 132.292 | 51.816 | -84 | -82 | -76 | -90 | -78 | -90 | -74 | -79 |
| D | 1722838550.168 | 3.396 | 8.931 | 51.816 | -76 | -89 | -68 | -95 | -84 | -87 | -83 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839233.156
- **Target RSSI fingerprint:** [-84, -78, -86, -90, -78, -79, -75, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58563178157856,
176.0713768005371,
51.816
] | 4 |
14,483 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839057.160 | 24.623 | 133.673 | 51.816 | -72 | -73 | -86 | -76 | -81 | -81 | -74 | -72 |
| B | 1722839338.162 | 85.755 | 75.270 | 51.816 | -93 | -82 | -79 | -75 | -73 | -88 | -90 | -81 |
| C | 1722839106.177 | 118.869 | 151.269 | 51.816 | -90 | -92 | -81 | -83 | -84 | -80 | -84 | -87 |
| D | 1722839134.205 | 82.359 | 73.173 | 51.816 | -89 | -88 | -83 | -79 | -72 | -85 | -85 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839446.171
- **Target RSSI fingerprint:** [-99, -98, -71, -80, -83, -96, -100, -95]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490625555867095,
0.3052186965942383,
51.816
] | 4 |
43,185 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696575.152 | 123.117 | 44.350 | 42.672 | -88 | -78 | -82 | -80 | -84 | -79 | -79 | -86 |
| B | 1723696588.143 | 106.985 | 61.296 | 42.672 | -83 | -83 | -77 | -81 | -83 | -80 | -79 | -77 |
| C | 1723696800.268 | 22.076 | 49.698 | 42.672 | -77 | -100 | -85 | -71 | -69 | -77 | -74 | -73 |
| D | 1723696478.154 | 112.928 | 71.448 | 42.672 | -75 | -100 | -73 | -82 | -100 | -77 | -79 | -71 |
| E | 1723696745.155 | 116.325 | 39.148 | 42.672 | -85 | -78 | -66 | -74 | -87 | -74 | -82 | -70 |
| F | 1723696474.151 | 100.192 | 85.647 | 42.672 | -85 | -85 | -75 | -86 | -100 | -84 | -85 | -71 |
| G | 1723696492.151 | 117.174 | 38.909 | 42.672 | -80 | -77 | -85 | -100 | -78 | -79 | -79 | -87 |
| H | 1723696638.137 | 84.909 | 81.931 | 42.672 | -85 | -83 | -76 | -82 | -72 | -74 | -76 | -70 |
| I | 1723696711.155 | 20.378 | 45.610 | 42.672 | -100 | -74 | -100 | -73 | -78 | -68 | -68 | -75 |
| J | 1723696872.151 | 54.341 | 63.233 | 42.672 | -85 | -78 | -85 | -80 | -64 | -79 | -78 | -77 |
| K | 1723696602.141 | 45.002 | 31.172 | 42.672 | -83 | -76 | -100 | -76 | -62 | -78 | -76 | -100 |
| L | 1723696616.159 | 22.925 | 42.611 | 42.672 | -83 | -80 | -78 | -77 | -68 | -72 | -69 | -72 |
| M | 1723696433.135 | 29.718 | 23.396 | 42.672 | -81 | -74 | -77 | -75 | -61 | -79 | -75 | -75 |
| N | 1723696691.147 | 60.285 | 66.286 | 42.672 | -79 | -79 | -77 | -79 | -67 | -73 | -71 | -69 |
| O | 1723696803.147 | 33.963 | 55.868 | 42.672 | -85 | -79 | -91 | -78 | -71 | -76 | -72 | -74 |
| P | 1723696455.162 | 45.851 | 61.880 | 42.672 | -84 | -100 | -81 | -73 | -71 | -74 | -72 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696744.149
- **Target RSSI fingerprint:** [-84, -80, -68, -76, -86, -77, -81, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.079330976528,
36.73240661621094,
42.672000000000004
] | 16 |
35,352 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128951.164 | 93.399 | 19.892 | 51.816 | -80 | -100 | -75 | -100 | -83 | -76 | -100 | -100 |
| B | 1724128422.151 | 38.209 | 29.978 | 51.816 | -85 | -80 | -68 | -81 | -74 | -76 | -67 | -76 |
| C | 1724128639.147 | 84.909 | 47.933 | 51.816 | -82 | -100 | -100 | -79 | -87 | -79 | -77 | -67 |
| D | 1724128549.150 | 97.645 | 55.722 | 51.816 | -92 | -80 | -81 | -78 | -77 | -73 | -80 | -74 |
| E | 1724128785.138 | 48.398 | 16.309 | 51.816 | -82 | -78 | -68 | -77 | -73 | -74 | -67 | -68 |
| F | 1724128696.128 | 60.285 | 71.713 | 51.816 | -86 | -83 | -86 | -80 | -78 | -80 | -65 | -70 |
| G | 1724128561.132 | 129.910 | 70.121 | 51.816 | -89 | -79 | -78 | -81 | -82 | -82 | -81 | -79 |
| H | 1724128989.136 | 10.189 | 105.009 | 51.816 | -88 | -83 | -79 | -81 | -80 | -82 | -66 | -78 |
| I | 1724128491.123 | 122.268 | 81.427 | 51.816 | -83 | -79 | -67 | -79 | -69 | -81 | -77 | -69 |
| J | 1724128872.135 | 92.550 | 85.793 | 51.816 | -100 | -82 | -82 | -80 | -84 | -71 | -67 | -70 |
| K | 1724128802.135 | 40.756 | 61.575 | 51.816 | -85 | -79 | -100 | -79 | -80 | -84 | -67 | -72 |
| L | 1724128739.109 | 123.967 | 68.754 | 51.816 | -90 | -77 | -80 | -80 | -76 | -78 | -81 | -68 |
| M | 1724128618.138 | 33.963 | 59.491 | 51.816 | -89 | -80 | -84 | -79 | -81 | -85 | -67 | -77 |
| N | 1724128762.138 | 119.721 | 33.123 | 51.816 | -68 | -83 | -76 | -81 | -72 | -63 | -80 | -77 |
| O | 1724128946.138 | 116.325 | 31.225 | 51.816 | -72 | -84 | -81 | -83 | -83 | -68 | -100 | -75 |
| P | 1724128803.138 | 45.002 | 64.136 | 51.816 | -100 | -74 | -100 | -83 | -78 | -79 | -67 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128988.138
- **Target RSSI fingerprint:** [-88, -82, -79, -81, -80, -77, -67, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.88720405397386,
100.2178955078125,
51.816
] | 16 |
4,486 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004854.158 | 64.529 | 90.570 | 60.960 | -84 | -89 | -78 | -78 | -77 | -88 | -85 | -63 |
| B | 1723004766.154 | 23.774 | 88.447 | 60.960 | -82 | -79 | -80 | -85 | -89 | -76 | -70 | -79 |
| C | 1723004634.146 | 66.227 | 90.570 | 60.960 | -84 | -88 | -85 | -83 | -80 | -84 | -84 | -76 |
| D | 1723004441.134 | 5.943 | 66.644 | 60.960 | -71 | -76 | -74 | -77 | -82 | -75 | -72 | -80 |
| E | 1723004886.161 | 17.830 | 24.789 | 60.960 | -76 | -80 | -77 | -79 | -81 | -82 | -72 | -78 |
| F | 1723004752.154 | 6.792 | 65.861 | 60.960 | -80 | -75 | -87 | -87 | -90 | -76 | -80 | -79 |
| G | 1723004583.150 | 131.605 | 47.375 | 60.960 | -100 | -81 | -87 | -85 | -88 | -65 | -73 | -67 |
| H | 1723004346.146 | 112.925 | 73.146 | 60.960 | -87 | -84 | -81 | -85 | -85 | -68 | -72 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004431.142
- **Target RSSI fingerprint:** [-74, -80, -77, -76, -72, -87, -87, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490622151530538,
85.72664260864258,
60.96
] | 8 |
1,645 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828619.149 | 123.114 | 59.783 | 42.672 | -91 | -90 | -80 | -79 | -79 | -87 | -76 | -80 |
| B | 1722828875.143 | 33.963 | 87.465 | 42.672 | -85 | -88 | -100 | -77 | -100 | -76 | -100 | -75 |
| C | 1722828534.165 | 68.774 | 116.408 | 42.672 | -85 | -97 | -89 | -79 | -80 | -91 | -79 | -80 |
| D | 1722828581.141 | 29.717 | 38.617 | 42.672 | -95 | -96 | -84 | -96 | -77 | -90 | -84 | -86 |
| E | 1722828522.158 | 109.529 | 71.779 | 42.672 | -83 | -93 | -81 | -94 | -83 | -86 | -78 | -76 |
| F | 1722828819.156 | 123.963 | 49.061 | 42.672 | -90 | -89 | -75 | -79 | -76 | -87 | -68 | -77 |
| G | 1722828899.141 | 100.189 | 45.544 | 42.672 | -92 | -86 | -86 | -81 | -79 | -76 | -84 | -78 |
| H | 1722828451.155 | 33.113 | 32.884 | 42.672 | -86 | -86 | -85 | -88 | -88 | -72 | -81 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828912.147
- **Target RSSI fingerprint:** [-101, -91, -86, -98, -84, -85, -86, -98]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.51032173073173,
65.4893159866333,
42.672000000000004
] | 8 |
42,271 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689597.169 | 91.701 | 42.744 | 42.672 | -72 | -75 | -71 | -100 | -69 | -74 | -71 | -76 |
| B | 1723689862.146 | 184.252 | 67.068 | 42.672 | -88 | -82 | -90 | -74 | -87 | -72 | -79 | -81 |
| C | 1723689566.953 | 15.284 | 74.672 | 42.672 | -100 | -100 | -85 | -100 | -92 | -100 | -88 | -100 |
| D | 1723689894.145 | 225.857 | 100.696 | 42.672 | -81 | -71 | -78 | -79 | -75 | -88 | -81 | -74 |
| E | 1723689754.161 | 160.477 | 53.559 | 42.672 | -86 | -81 | -87 | -82 | -83 | -77 | -82 | -73 |
| F | 1723689841.155 | 138.401 | 82.276 | 42.672 | -78 | -81 | -82 | -84 | -89 | -76 | -78 | -78 |
| G | 1723690203.151 | 190.195 | 29.991 | 42.672 | -100 | -85 | -100 | -85 | -100 | -87 | -75 | -76 |
| H | 1723689879.155 | 216.517 | 69.258 | 42.672 | -88 | -88 | -100 | -83 | -100 | -90 | -83 | -89 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690269.152
- **Target RSSI fingerprint:** [-93, -100, -81, -88, -93, -86, -86, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.887202570652056,
72.38991260528564,
42.672000000000004
] | 8 |
21,444 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841371.174 | 44.151 | 94.180 | 60.960 | -81 | -76 | -80 | -83 | -85 | -73 | -76 | -72 |
| B | 1722841127.159 | 76.416 | 181.552 | 60.960 | -84 | -88 | -79 | -77 | -74 | -81 | -75 | -75 |
| C | 1722840895.186 | 131.605 | 121.517 | 60.960 | -79 | -87 | -82 | -69 | -82 | -73 | -74 | -74 |
| D | 1722841224.154 | 70.472 | 61.283 | 60.960 | -89 | -75 | -88 | -82 | -73 | -71 | -75 | -87 |
| E | 1722841233.147 | 52.642 | 79.038 | 60.960 | -78 | -77 | -80 | -83 | -82 | -76 | -76 | -70 |
| F | 1722841024.168 | 67.925 | 64.242 | 60.960 | -80 | -78 | -74 | -100 | -80 | -76 | -79 | -72 |
| G | 1722840579.130 | 2.547 | 0.332 | 60.960 | -100 | -91 | -97 | -82 | -92 | -75 | -100 | -94 |
| H | 1722841370.164 | 42.453 | 92.680 | 60.960 | -81 | -71 | -77 | -67 | -82 | -71 | -73 | -72 |
| I | 1722841073.182 | 82.359 | 113.939 | 60.960 | -78 | -73 | -77 | -83 | -75 | -76 | -68 | -65 |
| J | 1722841107.177 | 116.322 | 148.177 | 60.960 | -83 | -89 | -76 | -73 | -76 | -74 | -74 | -70 |
| K | 1722841105.158 | 122.265 | 139.485 | 60.960 | -85 | -89 | -82 | -79 | -76 | -81 | -75 | -73 |
| L | 1722841272.168 | 64.529 | 138.184 | 60.960 | -75 | -71 | -69 | -79 | -72 | -76 | -66 | -69 |
| M | 1722840820.162 | 56.038 | 74.526 | 60.960 | -74 | -77 | -77 | -74 | -81 | -77 | -78 | -69 |
| N | 1722840870.175 | 91.699 | 101.651 | 60.960 | -75 | -77 | -78 | -83 | -76 | -78 | -70 | -66 |
| O | 1722841169.174 | 53.491 | 99.820 | 60.960 | -89 | -72 | -85 | -84 | -73 | -86 | -72 | -77 |
| P | 1722841005.171 | 118.869 | 101.280 | 60.960 | -85 | -90 | -79 | -82 | -73 | -73 | -80 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841333.161
- **Target RSSI fingerprint:** [-81, -83, -77, -75, -73, -75, -70, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71750450587784,
179.25626754760742,
60.96
] | 16 |
23,810 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938099.144 | 54.340 | 7.909 | 30.480 | -83 | -81 | -83 | -77 | -85 | -84 | -79 | -67 |
| B | 1725937687.153 | 12.736 | 92.295 | 30.480 | -74 | -80 | -74 | -100 | -72 | -65 | -47 | -59 |
| C | 1725938040.134 | 97.643 | 0.000 | 30.480 | -83 | -84 | -80 | -77 | -84 | -81 | -83 | -67 |
| D | 1725938355.154 | 31.416 | 5.401 | 30.480 | -87 | -80 | -84 | -81 | -78 | -100 | -75 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937823.134
- **Target RSSI fingerprint:** [-84, -89, -86, -77, -87, -70, -84, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64282075550811,
14.716849327087402,
30.48
] | 4 |
822 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008595.168 | 110.378 | 87.717 | 51.816 | -91 | -78 | -87 | -85 | -77 | -77 | -72 | -66 |
| B | 1723008444.159 | 63.680 | 85.329 | 51.816 | -74 | -77 | -76 | -82 | -71 | -82 | -85 | -64 |
| C | 1723007920.143 | 157.926 | 62.119 | 51.816 | -83 | -77 | -85 | -86 | -80 | -84 | -76 | -83 |
| D | 1723008130.195 | 33.113 | 85.196 | 51.816 | -85 | -73 | -77 | -73 | -81 | -70 | -68 | -72 |
| E | 1723008231.148 | 10.189 | 82.847 | 51.816 | -78 | -100 | -74 | -75 | -77 | -81 | -88 | -72 |
| F | 1723008626.147 | 196.982 | 16.933 | 51.816 | -79 | -100 | -87 | -82 | -71 | -75 | -70 | -79 |
| G | 1723008157.150 | 135.850 | 85.342 | 51.816 | -86 | -68 | -80 | -82 | -100 | -79 | -71 | -62 |
| H | 1723008105.155 | 24.623 | 40.422 | 51.816 | -80 | -100 | -76 | -71 | -67 | -83 | -100 | -69 |
| I | 1723007911.156 | 188.492 | 31.504 | 51.816 | -70 | -73 | -77 | -74 | -70 | -78 | -75 | -82 |
| J | 1723008705.134 | 211.416 | 2.428 | 51.816 | -104 | -100 | -102 | -100 | -96 | -93 | -89 | -104 |
| K | 1723008617.158 | 165.567 | 50.640 | 51.816 | -86 | -83 | -86 | -84 | -71 | -76 | -70 | -81 |
| L | 1723008051.152 | 112.925 | 9.024 | 51.816 | -87 | -83 | -80 | -79 | -76 | -74 | -72 | -82 |
| M | 1723008267.136 | 69.623 | 8.135 | 51.816 | -83 | -78 | -81 | -75 | -72 | -74 | -76 | -80 |
| N | 1723008375.152 | 129.057 | 90.000 | 51.816 | -89 | -78 | -84 | -83 | -100 | -78 | -71 | -67 |
| O | 1723008340.153 | 10.189 | 65.808 | 51.816 | -77 | -79 | -74 | -66 | -80 | -78 | -74 | -81 |
| P | 1723008588.151 | 75.567 | 86.987 | 51.816 | -87 | -79 | -87 | -81 | -80 | -77 | -71 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008451.135
- **Target RSSI fingerprint:** [-84, -78, -77, -78, -78, -84, -86, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.01905293441288,
83.62992286682129,
51.816
] | 16 |
14,121 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002861.161 | 76.416 | 23.595 | 51.816 | -73 | -84 | -81 | -83 | -82 | -75 | -76 | -70 |
| B | 1723003187.148 | 106.982 | 48.835 | 51.816 | -85 | -83 | -87 | -100 | -100 | -79 | -85 | -60 |
| C | 1723003125.139 | 10.189 | 60.991 | 51.816 | -85 | -83 | -76 | -70 | -78 | -82 | -69 | -78 |
| D | 1723003351.154 | 22.925 | 20.038 | 51.816 | -88 | -83 | -73 | -74 | -75 | -84 | -71 | -77 |
| E | 1723003330.160 | 7.642 | 85.435 | 51.816 | -86 | -78 | -83 | -71 | -68 | -88 | -100 | -69 |
| F | 1723003478.156 | 117.171 | 84.532 | 51.816 | -89 | -86 | -86 | -100 | -78 | -82 | -69 | -62 |
| G | 1723002873.155 | 68.774 | 85.368 | 51.816 | -71 | -81 | -79 | -86 | -75 | -71 | -71 | -65 |
| H | 1723003067.157 | 99.340 | 9.011 | 51.816 | -77 | -73 | -84 | -76 | -82 | -78 | -85 | -68 |
| I | 1723002810.141 | 117.171 | 80.233 | 51.816 | -89 | -85 | -86 | -91 | -85 | -68 | -72 | -81 |
| J | 1723003056.136 | 135.001 | 10.391 | 51.816 | -100 | -77 | -77 | -68 | -83 | -69 | -73 | -77 |
| K | 1723003318.152 | 66.227 | 90.172 | 51.816 | -85 | -84 | -91 | -92 | -85 | -88 | -86 | -82 |
| L | 1723003021.154 | 73.019 | 93.384 | 51.816 | -73 | -87 | -82 | -84 | -85 | -81 | -68 | -74 |
| M | 1723003123.148 | 7.642 | 69.656 | 51.816 | -89 | -90 | -79 | -71 | -79 | -83 | -71 | -76 |
| N | 1723003033.146 | 123.963 | 94.804 | 51.816 | -85 | -85 | -86 | -87 | -78 | -80 | -71 | -64 |
| O | 1723003344.164 | 12.736 | 54.236 | 51.816 | -83 | -82 | -76 | -75 | -76 | -85 | -71 | -79 |
| P | 1723002973.137 | 84.906 | 47.455 | 51.816 | -74 | -83 | -88 | -77 | -100 | -80 | -85 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003019.159
- **Target RSSI fingerprint:** [-81, -87, -82, -86, -81, -82, -69, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83060401496329,
92.90591716766357,
51.816
] | 16 |
6,314 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828990.162 | 80.661 | 82.117 | 42.672 | -91 | -87 | -88 | -87 | -86 | -90 | -77 | -77 |
| B | 1722828667.155 | 8.491 | 64.932 | 42.672 | -91 | -89 | -82 | -90 | -88 | -100 | -78 | -78 |
| C | 1722828641.165 | 65.378 | 7.511 | 42.672 | -92 | -87 | -82 | -87 | -77 | -80 | -73 | -80 |
| D | 1722828489.150 | 66.227 | 59.969 | 42.672 | -85 | -83 | -86 | -84 | -83 | -72 | -78 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828916.150
- **Target RSSI fingerprint:** [-84, -94, -93, -81, -81, -83, -83, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
115.47250842536587,
76.11888885498047,
42.672000000000004
] | 4 |
20,626 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003328.139 | 16.981 | 85.926 | 51.816 | -75 | -85 | -86 | -80 | -82 | -90 | -90 | -73 |
| B | 1723002930.137 | 64.529 | 11.240 | 51.816 | -85 | -74 | -81 | -77 | -81 | -100 | -69 | -64 |
| C | 1723002815.140 | 123.963 | 93.410 | 51.816 | -90 | -88 | -79 | -83 | -86 | -71 | -73 | -71 |
| D | 1723003450.142 | 27.170 | 92.866 | 51.816 | -82 | -80 | -81 | -79 | -80 | -81 | -69 | -81 |
| E | 1723003456.182 | 58.585 | 93.782 | 51.816 | -100 | -80 | -84 | -80 | -79 | -80 | -69 | -74 |
| F | 1723003401.147 | 124.812 | 49.724 | 51.816 | -88 | -89 | -91 | -84 | -86 | -85 | -84 | -80 |
| G | 1723003298.164 | 77.265 | 20.834 | 51.816 | -82 | -81 | -89 | -80 | -73 | -76 | -77 | -72 |
| H | 1723003286.156 | 97.642 | 6.609 | 51.816 | -75 | -82 | -77 | -79 | -72 | -74 | -85 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003107.148
- **Target RSSI fingerprint:** [-72, -89, -86, -78, -74, -89, -85, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26436422390007,
88.27455520629883,
51.816
] | 8 |
3,008 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841542.143 | 0.849 | 2.216 | 60.960 | -98 | -85 | -99 | -96 | -97 | -87 | -100 | -80 |
| B | 1722840619.165 | 2.547 | 4.764 | 60.960 | -96 | -78 | -85 | -90 | -84 | -78 | -100 | -66 |
| C | 1722840978.143 | 106.982 | 147.766 | 60.960 | -87 | -100 | -76 | -86 | -73 | -82 | -72 | -81 |
| D | 1722841257.173 | 34.812 | 146.890 | 60.960 | -73 | -85 | -82 | -70 | -82 | -86 | -73 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841306.153
- **Target RSSI fingerprint:** [-91, -80, -84, -80, -75, -77, -75, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
133.30282053889567,
120.29597759246826,
60.96
] | 4 |
32,464 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130336.148 | 137.552 | 59.942 | 60.960 | -82 | -76 | -78 | -76 | -72 | -80 | -77 | -81 |
| B | 1724129804.124 | 45.851 | 38.869 | 60.960 | -74 | -74 | -71 | -75 | -70 | -61 | -74 | -67 |
| C | 1724129892.163 | 132.457 | 67.068 | 60.960 | -82 | -83 | -84 | -80 | -83 | -75 | -71 | -63 |
| D | 1724129797.119 | 31.416 | 70.638 | 60.960 | -76 | -73 | -76 | -74 | -80 | -69 | -78 | -70 |
| E | 1724129956.144 | 115.476 | 60.593 | 60.960 | -82 | -82 | -82 | -83 | -75 | -81 | -73 | -72 |
| F | 1724130070.119 | 145.194 | 44.018 | 60.960 | -85 | -84 | -77 | -76 | -74 | -85 | -78 | -81 |
| G | 1724130128.131 | 54.342 | 29.314 | 60.960 | -73 | -81 | -78 | -83 | -74 | -69 | -66 | -69 |
| H | 1724130248.123 | 143.496 | 43.806 | 60.960 | -76 | -75 | -75 | -80 | -67 | -79 | -73 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130091.147
- **Target RSSI fingerprint:** [-84, -76, -76, -78, -73, -83, -77, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.68300726817765,
93.55616569519043,
60.96
] | 8 |
44,915 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698256.142 | 56.040 | 65.728 | 51.816 | -85 | -82 | -81 | -84 | -78 | -77 | -79 | -72 |
| B | 1723697948.154 | 83.210 | 26.687 | 51.816 | -70 | -73 | -75 | -69 | -75 | -67 | -75 | -68 |
| C | 1723698371.136 | 63.681 | 73.611 | 51.816 | -85 | -75 | -81 | -81 | -77 | -74 | -73 | -70 |
| D | 1723698424.151 | 61.983 | 54.555 | 51.816 | -87 | -78 | -78 | -73 | -78 | -77 | -69 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697943.153
- **Target RSSI fingerprint:** [-71, -73, -84, -82, -74, -78, -73, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.73783740948894,
12.553777694702148,
51.816
] | 4 |
166 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004710.146 | 126.510 | 38.590 | 60.960 | -82 | -85 | -77 | -75 | -76 | -72 | -73 | -75 |
| B | 1723004764.128 | 13.585 | 87.558 | 60.960 | -100 | -78 | -81 | -82 | -81 | -81 | -74 | -67 |
| C | 1723004859.152 | 39.906 | 88.354 | 60.960 | -79 | -87 | -77 | -82 | -77 | -76 | -86 | -87 |
| D | 1723004503.157 | 112.925 | 47.269 | 60.960 | -79 | -82 | -72 | -70 | -79 | -62 | -76 | -83 |
| E | 1723004868.144 | 0.849 | 86.297 | 60.960 | -83 | -89 | -80 | -78 | -74 | -76 | -88 | -86 |
| F | 1723004467.145 | 61.982 | 12.487 | 60.960 | -76 | -76 | -69 | -71 | -70 | -100 | -73 | -70 |
| G | 1723004905.153 | 69.623 | 12.474 | 60.960 | -82 | -74 | -72 | -71 | -73 | -100 | -72 | -71 |
| H | 1723004544.156 | 3.396 | 87.863 | 60.960 | -84 | -70 | -79 | -77 | -80 | -75 | -70 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004994.155
- **Target RSSI fingerprint:** [-82, -84, -86, -84, -84, -83, -79, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62310164255041,
91.32674217224121,
60.96
] | 8 |
27,146 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938349.182 | 37.359 | 7.365 | 30.480 | -86 | -91 | -93 | -91 | -95 | -100 | -89 | -84 |
| B | 1725937976.167 | 76.416 | 31.809 | 30.480 | -84 | -80 | -69 | -84 | -85 | -60 | -78 | -82 |
| C | 1725938134.148 | 9.340 | 78.600 | 30.480 | -78 | -100 | -100 | -76 | -64 | -64 | -59 | -46 |
| D | 1725937246.127 | 34.812 | 2.919 | 30.480 | -97 | -88 | -94 | -93 | -89 | -100 | -85 | -89 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937249.128
- **Target RSSI fingerprint:** [-95, -83, -95, -96, -90, -100, -86, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.906196308772884,
4.710984230041504,
30.48
] | 4 |
15,454 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002933.155 | 78.963 | 11.227 | 51.816 | -78 | -85 | -78 | -100 | -79 | -77 | -69 | -66 |
| B | 1723002835.149 | 132.454 | 13.018 | 51.816 | -79 | -69 | -77 | -66 | -79 | -73 | -73 | -100 |
| C | 1723002949.146 | 134.152 | 13.363 | 51.816 | -85 | -76 | -73 | -79 | -72 | -68 | -69 | -77 |
| D | 1723002794.129 | 78.114 | 9.993 | 51.816 | -71 | -72 | -84 | -66 | -86 | -81 | -73 | -81 |
| E | 1723003487.142 | 95.095 | 45.079 | 51.816 | -85 | -100 | -83 | -80 | -84 | -86 | -70 | -61 |
| F | 1723002887.143 | 34.812 | 87.903 | 51.816 | -81 | -72 | -82 | -89 | -75 | -72 | -86 | -64 |
| G | 1723002917.142 | 25.472 | 10.152 | 51.816 | -76 | -72 | -75 | -100 | -72 | -71 | -70 | -80 |
| H | 1723002833.142 | 131.605 | 21.379 | 51.816 | -80 | -72 | -74 | -69 | -82 | -82 | -75 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003229.154
- **Target RSSI fingerprint:** [-79, -84, -85, -76, -82, -79, -69, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132182111950033,
89.12385940551758,
51.816
] | 8 |
13,381 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003481.155 | 109.529 | 71.262 | 51.816 | -70 | -84 | -100 | -80 | -79 | -76 | -71 | -58 |
| B | 1723002992.166 | 12.736 | 43.248 | 51.816 | -73 | -85 | -84 | -85 | -77 | -74 | -80 | -81 |
| C | 1723003214.146 | 10.189 | 53.453 | 51.816 | -84 | -89 | -83 | -87 | -88 | -90 | -81 | -78 |
| D | 1723002983.140 | 35.661 | 44.336 | 51.816 | -100 | -76 | -76 | -91 | -81 | -72 | -88 | -66 |
| E | 1723003439.178 | 1.698 | 86.151 | 51.816 | -77 | -89 | -85 | -83 | -89 | -87 | -78 | -81 |
| F | 1723002887.143 | 34.812 | 87.903 | 51.816 | -78 | -82 | -72 | -89 | -75 | -72 | -86 | -64 |
| G | 1723003235.155 | 47.547 | 91.181 | 51.816 | -86 | -85 | -83 | -80 | -83 | -87 | -70 | -82 |
| H | 1723002994.141 | 10.189 | 47.521 | 51.816 | -72 | -81 | -76 | -85 | -74 | -70 | -89 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003221.169
- **Target RSSI fingerprint:** [-77, -82, -84, -81, -80, -75, -76, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.6981244328368457,
84.9171495437622,
51.816
] | 8 |
43,117 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123416.135 | 30.567 | 0.916 | 60.960 | -83 | -76 | -82 | -72 | -76 | -76 | -77 | -74 |
| B | 1724123449.140 | 106.136 | 54.369 | 60.960 | -74 | -82 | -72 | -81 | -76 | -78 | -77 | -62 |
| C | 1724123432.138 | 76.418 | 25.811 | 60.960 | -100 | -77 | -100 | -71 | -77 | -78 | -71 | -66 |
| D | 1724123160.143 | 88.305 | 89.575 | 60.960 | -83 | -82 | -79 | -82 | -77 | -70 | -75 | -66 |
| E | 1724123073.147 | 50.945 | 13.854 | 60.960 | -79 | -83 | -81 | -78 | -78 | -79 | -82 | -68 |
| F | 1724123376.123 | 63.681 | 30.389 | 60.960 | -71 | -100 | -68 | -100 | -79 | -78 | -72 | -64 |
| G | 1724123365.123 | 81.512 | 24.670 | 60.960 | -82 | -83 | -79 | -81 | -77 | -79 | -69 | -63 |
| H | 1724123340.128 | 92.550 | 87.200 | 60.960 | -86 | -71 | -100 | -77 | -72 | -69 | -76 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123083.141
- **Target RSSI fingerprint:** [-86, -82, -80, -83, -77, -77, -73, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.3994422776985,
36.002535820007324,
60.96
] | 8 |
1,448 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008252.145 | 36.510 | 25.864 | 51.816 | -74 | -100 | -65 | -73 | -77 | -77 | -77 | -76 |
| B | 1723008212.152 | 68.774 | 80.405 | 51.816 | -79 | -76 | -80 | -83 | -78 | -86 | -76 | -86 |
| C | 1723007910.158 | 192.737 | 27.868 | 51.816 | -82 | -73 | -82 | -82 | -83 | -74 | -74 | -77 |
| D | 1723008577.161 | 22.925 | 84.307 | 51.816 | -90 | -82 | -81 | -74 | -72 | -85 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008565.157
- **Target RSSI fingerprint:** [-81, -100, -76, -78, -100, -80, -66, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.33968431147096,
71.68658256530762,
51.816
] | 4 |
10,190 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833721.129 | 58.585 | 108.751 | 60.960 | -81 | -83 | -86 | -87 | -86 | -87 | -80 | -84 |
| B | 1722833623.155 | 49.246 | 17.291 | 60.960 | -78 | -88 | -84 | -88 | -77 | -87 | -77 | -86 |
| C | 1722833554.154 | 35.661 | 35.551 | 60.960 | -84 | -89 | -88 | -77 | -86 | -86 | -78 | -79 |
| D | 1722834013.159 | 68.774 | 4.419 | 60.960 | -100 | -91 | -84 | -90 | -77 | -85 | -88 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833578.175
- **Target RSSI fingerprint:** [-84, -81, -80, -79, -80, -78, -79, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88750673110017,
91.55233860015869,
60.96
] | 4 |
22,792 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940755.166 | 46.699 | 19.906 | 51.816 | -70 | -80 | -76 | -77 | -66 | -65 | -68 | -73 |
| B | 1725941326.154 | 30.566 | 63.499 | 51.816 | -79 | -75 | -73 | -76 | -73 | -76 | -71 | -69 |
| C | 1725940989.157 | 109.530 | 53.586 | 51.816 | -100 | -76 | -74 | -72 | -75 | -68 | -68 | -62 |
| D | 1725940768.157 | 86.605 | 6.264 | 51.816 | -72 | -81 | -78 | -75 | -74 | -71 | -75 | -72 |
| E | 1725940967.154 | 71.322 | 19.242 | 51.816 | -73 | -74 | -76 | -75 | -75 | -64 | -66 | -73 |
| F | 1725940912.162 | 93.397 | 35.989 | 51.816 | -76 | -76 | -75 | -75 | -75 | -75 | -73 | -64 |
| G | 1725941098.148 | 106.983 | 53.519 | 51.816 | -100 | -74 | -74 | -74 | -69 | -79 | -74 | -61 |
| H | 1725941284.179 | 58.586 | 97.166 | 51.816 | -81 | -79 | -77 | -73 | -74 | -77 | -77 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941389.144
- **Target RSSI fingerprint:** [-75, -80, -77, -79, -72, -69, -68, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34035470862476,
24.244980812072754,
51.816
] | 8 |
23,617 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940769.147 | 91.699 | 4.446 | 51.816 | -81 | -78 | -75 | -85 | -73 | -72 | -73 | -71 |
| B | 1725940872.161 | 28.019 | 124.423 | 51.816 | -85 | -82 | -85 | -65 | -76 | -79 | -80 | -81 |
| C | 1725940951.158 | 1.698 | 31.663 | 51.816 | -84 | -78 | -82 | -81 | -76 | -74 | -77 | -82 |
| D | 1725940801.178 | 74.718 | 73.916 | 51.816 | -79 | -100 | -78 | -75 | -77 | -75 | -76 | -71 |
| E | 1725941000.157 | 82.360 | 73.743 | 51.816 | -79 | -83 | -79 | -77 | -79 | -78 | -77 | -71 |
| F | 1725941366.160 | 64.529 | 23.090 | 51.816 | -82 | -77 | -78 | -82 | -68 | -71 | -63 | -73 |
| G | 1725941032.160 | 40.755 | 25.081 | 51.816 | -83 | -76 | -75 | -85 | -79 | -79 | -72 | -71 |
| H | 1725941296.152 | 103.586 | 57.036 | 51.816 | -75 | -82 | -84 | -77 | -74 | -80 | -81 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941094.170
- **Target RSSI fingerprint:** [-75, -82, -82, -81, -81, -83, -80, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88816507867142,
57.58017063140869,
51.816
] | 8 |
37,090 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123450.131 | 104.438 | 58.350 | 60.960 | -84 | -100 | -79 | -100 | -77 | -77 | -82 | -62 |
| B | 1724123254.133 | 72.172 | 24.590 | 60.960 | -76 | -82 | -80 | -84 | -78 | -75 | -78 | -66 |
| C | 1724122985.130 | 4.245 | 57.301 | 60.960 | -100 | -100 | -100 | -76 | -97 | -100 | -89 | -69 |
| D | 1724123476.125 | 23.774 | 20.436 | 60.960 | -80 | -80 | -82 | -73 | -79 | -84 | -71 | -66 |
| E | 1724123215.132 | 33.963 | 53.984 | 60.960 | -81 | -78 | -78 | -75 | -78 | -68 | -80 | -66 |
| F | 1724123230.142 | 16.133 | 30.509 | 60.960 | -73 | -78 | -80 | -81 | -75 | -79 | -76 | -79 |
| G | 1724123310.124 | 10.189 | 39.373 | 60.960 | -100 | -79 | -78 | -71 | -79 | -100 | -66 | -65 |
| H | 1724123320.154 | 21.227 | 50.162 | 60.960 | -79 | -77 | -76 | -72 | -77 | -74 | -77 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123549.128
- **Target RSSI fingerprint:** [-84, -82, -80, -86, -83, -83, -79, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47412462771796,
26.381511688232422,
60.96
] | 8 |
30,454 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693371.143 | 194.441 | 125.458 | 60.960 | -79 | -70 | -76 | -78 | -77 | -80 | -80 | -80 |
| B | 1723693208.154 | 135.005 | 35.923 | 60.960 | -81 | -100 | -83 | -78 | -82 | -82 | -78 | -67 |
| C | 1723693482.140 | 135.005 | 21.617 | 60.960 | -72 | -100 | -100 | -70 | -78 | -80 | -73 | -65 |
| D | 1723693520.143 | 174.912 | 66.073 | 60.960 | -100 | -72 | -75 | -100 | -72 | -69 | -100 | -100 |
| E | 1723693421.154 | 179.157 | 73.359 | 60.960 | -74 | -73 | -75 | -73 | -75 | -76 | -66 | -63 |
| F | 1723693212.169 | 146.892 | 46.340 | 60.960 | -75 | -77 | -74 | -100 | -71 | -73 | -69 | -62 |
| G | 1723693543.158 | 224.159 | 78.441 | 60.960 | -78 | -72 | -77 | -74 | -78 | -79 | -62 | -68 |
| H | 1723693414.157 | 151.137 | 48.079 | 60.960 | -100 | -82 | -74 | -73 | -74 | -77 | -68 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693062.146
- **Target RSSI fingerprint:** [-100, -74, -76, -71, -79, -81, -100, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
115.4756803877207,
20.96719741821289,
60.96
] | 8 |
4,640 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004193.176 | 73.868 | 1.725 | 60.960 | -100 | -100 | -90 | -87 | -100 | -86 | -88 | -71 |
| B | 1723004917.145 | 129.057 | 13.536 | 60.960 | -85 | -70 | -71 | -78 | -76 | -70 | -73 | -74 |
| C | 1723004859.152 | 39.906 | 88.354 | 60.960 | -76 | -77 | -77 | -82 | -86 | -77 | -87 | -76 |
| D | 1723004863.140 | 20.377 | 87.319 | 60.960 | -75 | -73 | -82 | -77 | -88 | -85 | -81 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004657.143
- **Target RSSI fingerprint:** [-69, -75, -74, -72, -73, -71, -70, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490622151530538,
78.85258674621582,
60.96
] | 4 |
31,628 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129946.136 | 69.625 | 37.303 | 60.960 | -73 | -72 | -80 | -74 | -66 | -75 | -67 | -67 |
| B | 1724130191.126 | 47.549 | 16.628 | 60.960 | -75 | -77 | -83 | -80 | -69 | -78 | -68 | -68 |
| C | 1724129838.126 | 43.303 | 59.757 | 60.960 | -75 | -75 | -81 | -80 | -82 | -80 | -70 | -73 |
| D | 1724129797.119 | 31.416 | 70.638 | 60.960 | -100 | -100 | -74 | -76 | -69 | -80 | -78 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130175.138
- **Target RSSI fingerprint:** [-78, -78, -81, -77, -80, -78, -73, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
86.60677141682906,
14.942445755004883,
60.96
] | 4 |
28,029 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937658.154 | 16.132 | 16.269 | 30.480 | -80 | -74 | -69 | -74 | -72 | -79 | -84 | -59 |
| B | 1725938245.151 | 36.510 | 16.256 | 30.480 | -68 | -73 | -76 | -72 | -77 | -69 | -100 | -64 |
| C | 1725938169.150 | 75.567 | 76.597 | 30.480 | -76 | -83 | -100 | -100 | -72 | -82 | -71 | -74 |
| D | 1725938088.172 | 59.435 | 46.858 | 30.480 | -72 | -83 | -74 | -77 | -75 | -78 | -63 | -65 |
| E | 1725938058.137 | 101.039 | 37.980 | 30.480 | -85 | -81 | -76 | -77 | -74 | -81 | -64 | -68 |
| F | 1725937683.155 | 8.491 | 73.040 | 30.480 | -81 | -63 | -74 | -77 | -75 | -48 | -65 | -64 |
| G | 1725937626.137 | 61.982 | 76.544 | 30.480 | -84 | -82 | -80 | -80 | -74 | -84 | -68 | -77 |
| H | 1725937603.140 | 95.945 | 19.083 | 30.480 | -88 | -83 | -61 | -74 | -78 | -81 | -60 | -71 |
| I | 1725937753.161 | 68.775 | 33.534 | 30.480 | -72 | -79 | -77 | -73 | -74 | -76 | -60 | -75 |
| J | 1725937257.134 | 50.095 | 8.175 | 30.480 | -99 | -92 | -86 | -94 | -79 | -89 | -100 | -86 |
| K | 1725937797.149 | 45.850 | 15.142 | 30.480 | -68 | -81 | -73 | -69 | -74 | -74 | -100 | -64 |
| L | 1725938031.146 | 60.284 | 9.568 | 30.480 | -68 | -78 | -66 | -66 | -76 | -73 | -100 | -67 |
| M | 1725937977.148 | 71.322 | 33.893 | 30.480 | -72 | -82 | -76 | -70 | -74 | -75 | -60 | -75 |
| N | 1725937708.145 | 54.340 | 93.132 | 30.480 | -76 | -70 | -100 | -82 | -77 | -65 | -70 | -69 |
| O | 1725937989.151 | 16.981 | 60.659 | 30.480 | -100 | -61 | -68 | -73 | -66 | -55 | -64 | -59 |
| P | 1725937825.130 | 97.643 | 20.118 | 30.480 | -85 | -82 | -75 | -75 | -77 | -80 | -61 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937727.158
- **Target RSSI fingerprint:** [-86, -76, -81, -76, -81, -72, -64, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88816078835629,
51.1440372467041,
30.48
] | 16 |
31,834 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696429.140 | 42.454 | 29.434 | 42.672 | -83 | -82 | -85 | -76 | -86 | -77 | -79 | -63 |
| B | 1723696572.152 | 122.268 | 43.593 | 42.672 | -86 | -88 | -64 | -73 | -67 | -77 | -71 | -85 |
| C | 1723696771.149 | 81.512 | 46.977 | 42.672 | -80 | -84 | -100 | -76 | -100 | -77 | -79 | -62 |
| D | 1723696560.182 | 73.870 | 19.587 | 42.672 | -82 | -83 | -69 | -100 | -72 | -70 | -75 | -70 |
| E | 1723696696.163 | 57.738 | 66.193 | 42.672 | -76 | -83 | -82 | -76 | -80 | -68 | -69 | -62 |
| F | 1723696587.142 | 110.381 | 63.034 | 42.672 | -88 | -89 | -83 | -81 | -83 | -84 | -81 | -84 |
| G | 1723696647.156 | 100.192 | 89.389 | 42.672 | -82 | -85 | -76 | -79 | -72 | -82 | -81 | -84 |
| H | 1723696875.150 | 41.605 | 57.010 | 42.672 | -77 | -82 | -81 | -79 | -77 | -77 | -78 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696640.161
- **Target RSSI fingerprint:** [-85, -87, -70, -81, -67, -73, -76, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
92.55035663970872,
85.99205017089844,
42.672000000000004
] | 8 |
18,807 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833610.171 | 80.661 | 18.034 | 60.960 | -84 | -80 | -100 | -81 | -81 | -81 | -85 | -78 |
| B | 1722833455.151 | 37.359 | 92.242 | 60.960 | -100 | -82 | -81 | -76 | -85 | -79 | -87 | -84 |
| C | 1722834004.143 | 77.265 | 15.221 | 60.960 | -88 | -79 | -88 | -82 | -80 | -84 | -81 | -79 |
| D | 1722833705.161 | 93.397 | 99.289 | 60.960 | -100 | -88 | -79 | -83 | -82 | -75 | -78 | -75 |
| E | 1722833823.146 | 39.057 | 27.921 | 60.960 | -82 | -91 | -87 | -76 | -92 | -77 | -83 | -81 |
| F | 1722833585.151 | 108.680 | 84.917 | 60.960 | -76 | -84 | -81 | -88 | -88 | -78 | -82 | -75 |
| G | 1722833545.163 | 1.698 | 59.438 | 60.960 | -90 | -91 | -85 | -92 | -85 | -85 | -87 | -80 |
| H | 1722833806.142 | 82.359 | 18.937 | 60.960 | -85 | -79 | -86 | -82 | -82 | -81 | -77 | -79 |
| I | 1722833598.179 | 128.208 | 58.881 | 60.960 | -100 | -82 | -78 | -85 | -79 | -83 | -73 | -77 |
| J | 1722833720.179 | 61.982 | 112.135 | 60.960 | -84 | -85 | -87 | -79 | -82 | -86 | -80 | -84 |
| K | 1722833664.180 | 64.529 | 68.833 | 60.960 | -87 | -73 | -88 | -82 | -85 | -86 | -86 | -77 |
| L | 1722833723.150 | 50.944 | 102.062 | 60.960 | -80 | -88 | -86 | -79 | -84 | -84 | -78 | -85 |
| M | 1722833709.138 | 79.812 | 114.099 | 60.960 | -86 | -87 | -86 | -80 | -81 | -82 | -88 | -80 |
| N | 1722833788.146 | 130.756 | 66.073 | 60.960 | -82 | -81 | -73 | -100 | -82 | -81 | -83 | -80 |
| O | 1722833506.155 | 98.491 | 93.888 | 60.960 | -86 | -88 | -88 | -83 | -83 | -79 | -88 | -75 |
| P | 1722833793.181 | 131.605 | 63.233 | 60.960 | -82 | -95 | -74 | -87 | -82 | -73 | -82 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833086.142
- **Target RSSI fingerprint:** [-71, -100, -100, -87, -85, -100, -67, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92500448740012,
0,
60.96
] | 16 |
2,046 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004556.136 | 67.076 | 92.733 | 60.960 | -82 | -84 | -83 | -84 | -69 | -84 | -77 | -79 |
| B | 1723004630.169 | 67.076 | 89.933 | 60.960 | -75 | -86 | -81 | -84 | -79 | -77 | -86 | -70 |
| C | 1723004647.142 | 7.642 | 85.262 | 60.960 | -77 | -82 | -84 | -79 | -86 | -86 | -88 | -82 |
| D | 1723004905.153 | 69.623 | 12.474 | 60.960 | -100 | -74 | -72 | -71 | -71 | -73 | -72 | -100 |
| E | 1723004351.168 | 123.963 | 93.238 | 60.960 | -79 | -85 | -87 | -78 | -72 | -88 | -68 | -66 |
| F | 1723004529.152 | 10.189 | 45.133 | 60.960 | -85 | -84 | -85 | -87 | -84 | -87 | -84 | -78 |
| G | 1723004736.152 | 39.057 | 45.809 | 60.960 | -79 | -86 | -77 | -68 | -88 | -72 | -83 | -69 |
| H | 1723004601.152 | 108.680 | 10.975 | 60.960 | -76 | -81 | -72 | -78 | -85 | -67 | -74 | -67 |
| I | 1723004532.154 | 7.642 | 57.766 | 60.960 | -83 | -84 | -89 | -88 | -81 | -89 | -88 | -79 |
| J | 1723004880.159 | 11.038 | 54.302 | 60.960 | -79 | -77 | -80 | -78 | -71 | -77 | -81 | -76 |
| K | 1723004370.147 | 132.454 | 26.673 | 60.960 | -79 | -80 | -85 | -79 | -75 | -80 | -67 | -75 |
| L | 1723004729.149 | 74.717 | 47.654 | 60.960 | -78 | -83 | -83 | -84 | -86 | -75 | -78 | -70 |
| M | 1723004643.129 | 28.019 | 86.695 | 60.960 | -100 | -81 | -77 | -75 | -86 | -70 | -84 | -100 |
| N | 1723004644.144 | 22.925 | 86.257 | 60.960 | -75 | -87 | -80 | -79 | -100 | -74 | -87 | -69 |
| O | 1723004576.143 | 127.359 | 81.865 | 60.960 | -100 | -87 | -87 | -87 | -73 | -89 | -70 | -63 |
| P | 1723004916.147 | 124.812 | 13.430 | 60.960 | -100 | -87 | -69 | -77 | -73 | -72 | -77 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004366.154
- **Target RSSI fingerprint:** [-75, -79, -84, -82, -74, -84, -64, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.90651891841722,
46.97713851928711,
60.96
] | 16 |
24,379 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943167.148 | 61.133 | 52.989 | 60.960 | -68 | -80 | -78 | -74 | -77 | -74 | -77 | -61 |
| B | 1725943485.160 | 17.830 | 59.266 | 60.960 | -71 | -78 | -76 | -75 | -68 | -71 | -69 | -69 |
| C | 1725943244.154 | 90.001 | 55.576 | 60.960 | -66 | -82 | -77 | -75 | -76 | -76 | -79 | -65 |
| D | 1725942899.191 | 34.812 | 19.229 | 60.960 | -100 | -80 | -73 | -79 | -66 | -74 | -65 | -100 |
| E | 1725943414.156 | 12.736 | 85.514 | 60.960 | -73 | -65 | -80 | -74 | -75 | -74 | -76 | -76 |
| F | 1725943027.156 | 31.416 | 108.286 | 60.960 | -71 | -61 | -80 | -74 | -80 | -81 | -80 | -71 |
| G | 1725943500.162 | 2.547 | 31.331 | 60.960 | -68 | -75 | -79 | -73 | -72 | -76 | -74 | -70 |
| H | 1725943496.169 | 5.943 | 52.126 | 60.960 | -68 | -78 | -75 | -73 | -67 | -71 | -76 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942957.153
- **Target RSSI fingerprint:** [-76, -72, -69, -79, -71, -67, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07637138323254,
72.0979642868042,
60.96
] | 8 |
10,565 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004918.158 | 130.756 | 13.615 | 60.960 | -79 | -100 | -77 | -66 | -69 | -76 | -73 | -70 |
| B | 1723004452.156 | 21.227 | 15.818 | 60.960 | -85 | -81 | -74 | -80 | -78 | -84 | -73 | -68 |
| C | 1723004880.159 | 11.038 | 54.302 | 60.960 | -86 | -69 | -76 | -80 | -77 | -81 | -71 | -76 |
| D | 1723004470.165 | 77.265 | 13.323 | 60.960 | -78 | -100 | -76 | -80 | -68 | -78 | -71 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004564.158
- **Target RSSI fingerprint:** [-84, -78, -84, -86, -86, -83, -69, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.67996353959089,
94.29930686950684,
60.96
] | 4 |
17,193 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833669.149 | 83.208 | 51.927 | 60.960 | -79 | -90 | -87 | -87 | -73 | -87 | -81 | -80 |
| B | 1722833560.187 | 37.359 | 35.366 | 60.960 | -89 | -95 | -88 | -90 | -83 | -87 | -87 | -81 |
| C | 1722833489.197 | 124.812 | 60.062 | 60.960 | -89 | -77 | -77 | -62 | -82 | -77 | -74 | -79 |
| D | 1722833685.168 | 118.020 | 52.683 | 60.960 | -90 | -78 | -78 | -64 | -81 | -78 | -77 | -79 |
| E | 1722833728.163 | 31.415 | 84.851 | 60.960 | -91 | -86 | -79 | -85 | -87 | -86 | -84 | -79 |
| F | 1722833642.157 | 5.094 | 59.956 | 60.960 | -91 | -87 | -100 | -74 | -76 | -81 | -86 | -78 |
| G | 1722833769.170 | 82.359 | 74.526 | 60.960 | -87 | -89 | -80 | -86 | -77 | -81 | -77 | -77 |
| H | 1722833514.165 | 74.718 | 121.039 | 60.960 | -85 | -83 | -84 | -86 | -84 | -87 | -84 | -82 |
| I | 1722833801.165 | 103.586 | 37.104 | 60.960 | -87 | -81 | -68 | -100 | -78 | -77 | -80 | -83 |
| J | 1722833435.142 | 14.434 | 49.326 | 60.960 | -89 | -85 | -79 | -83 | -91 | -83 | -76 | -75 |
| K | 1722834014.152 | 67.925 | 3.795 | 60.960 | -100 | -86 | -88 | -83 | -93 | -77 | -83 | -78 |
| L | 1722833451.175 | 28.019 | 83.856 | 60.960 | -82 | -85 | -100 | -82 | -78 | -84 | -84 | -77 |
| M | 1722833461.182 | 40.755 | 89.482 | 60.960 | -90 | -87 | -85 | -86 | -82 | -88 | -89 | -84 |
| N | 1722833928.171 | 16.132 | 71.939 | 60.960 | -83 | -84 | -80 | -83 | -91 | -83 | -83 | -77 |
| O | 1722833422.147 | 64.529 | 11.267 | 60.960 | -89 | -84 | -83 | -87 | -86 | -83 | -81 | -82 |
| P | 1722833959.161 | 58.585 | 52.882 | 60.960 | -85 | -94 | -78 | -89 | -76 | -85 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833783.162
- **Target RSSI fingerprint:** [-82, -89, -82, -84, -88, -82, -77, -92]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.0762574042102,
84.61193084716797,
60.96
] | 16 |
26,627 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943185.146 | 39.057 | 11.797 | 60.960 | -73 | -76 | -75 | -75 | -74 | -68 | -70 | -71 |
| B | 1725943389.170 | 26.321 | 12.832 | 60.960 | -78 | -77 | -74 | -77 | -74 | -74 | -73 | -71 |
| C | 1725943348.147 | 102.737 | 38.962 | 60.960 | -79 | -71 | -80 | -79 | -79 | -78 | -78 | -73 |
| D | 1725943138.157 | 104.435 | 28.385 | 60.960 | -73 | -79 | -73 | -76 | -77 | -79 | -78 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943056.131
- **Target RSSI fingerprint:** [-73, -77, -73, -74, -75, -80, -77, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43536303971649,
29.42042827606201,
60.96
] | 4 |
25,861 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941316.156 | 77.265 | 41.563 | 51.816 | -78 | -75 | -83 | -74 | -75 | -74 | -76 | -66 |
| B | 1725940786.142 | 106.983 | 34.291 | 51.816 | -73 | -72 | -79 | -76 | -71 | -69 | -70 | -62 |
| C | 1725940919.162 | 61.982 | 51.635 | 51.816 | -77 | -74 | -79 | -78 | -75 | -74 | -75 | -69 |
| D | 1725940944.157 | 3.396 | 40.209 | 51.816 | -77 | -100 | -80 | -72 | -77 | -75 | -72 | -64 |
| E | 1725941000.157 | 82.360 | 73.743 | 51.816 | -79 | -83 | -77 | -79 | -79 | -77 | -78 | -71 |
| F | 1725941330.160 | 12.736 | 71.580 | 51.816 | -77 | -72 | -58 | -70 | -80 | -76 | -74 | -64 |
| G | 1725941254.159 | 5.943 | 62.039 | 51.816 | -74 | -72 | -64 | -64 | -70 | -75 | -70 | -70 |
| H | 1725941315.169 | 81.511 | 40.063 | 51.816 | -80 | -74 | -84 | -77 | -78 | -76 | -70 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941183.144
- **Target RSSI fingerprint:** [-77, -72, -84, -73, -72, -80, -79, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88816507867142,
26.660189628601074,
51.816
] | 8 |
6,183 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008208.155 | 75.567 | 61.455 | 51.816 | -81 | -85 | -78 | -78 | -79 | -80 | -74 | -64 |
| B | 1723008560.159 | 23.774 | 47.813 | 51.816 | -81 | -86 | -82 | -79 | -78 | -83 | -83 | -82 |
| C | 1723008581.152 | 40.755 | 85.607 | 51.816 | -86 | -100 | -84 | -71 | -84 | -74 | -75 | -81 |
| D | 1723008262.145 | 50.095 | 5.507 | 51.816 | -86 | -81 | -74 | -81 | -88 | -74 | -81 | -82 |
| E | 1723008359.147 | 50.095 | 86.032 | 51.816 | -88 | -82 | -100 | -68 | -86 | -73 | -76 | -72 |
| F | 1723008279.176 | 127.359 | 8.480 | 51.816 | -89 | -84 | -76 | -72 | -79 | -73 | -82 | -82 |
| G | 1723008098.152 | 50.944 | 40.886 | 51.816 | -81 | -78 | -73 | -100 | -75 | -85 | -76 | -78 |
| H | 1723008429.154 | 83.208 | 44.907 | 51.816 | -89 | -86 | -78 | -82 | -86 | -84 | -75 | -71 |
| I | 1723008157.150 | 135.850 | 85.342 | 51.816 | -86 | -80 | -100 | -71 | -80 | -79 | -82 | -62 |
| J | 1723008489.159 | 63.680 | 7.299 | 51.816 | -80 | -82 | -74 | -77 | -79 | -73 | -77 | -81 |
| K | 1723008257.139 | 48.397 | 6.197 | 51.816 | -70 | -76 | -100 | -81 | -68 | -77 | -70 | -82 |
| L | 1723008714.149 | 202.077 | 1.712 | 51.816 | -101 | -100 | -98 | -89 | -99 | -93 | -100 | -101 |
| M | 1723008328.152 | 28.019 | 39.041 | 51.816 | -81 | -68 | -68 | -85 | -81 | -78 | -73 | -64 |
| N | 1723008365.148 | 79.812 | 87.890 | 51.816 | -88 | -81 | -79 | -69 | -88 | -75 | -84 | -79 |
| O | 1723008025.159 | 30.566 | 32.672 | 51.816 | -69 | -72 | -71 | -75 | -66 | -72 | -71 | -63 |
| P | 1723008097.156 | 56.038 | 40.806 | 51.816 | -81 | -79 | -79 | -100 | -74 | -83 | -74 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008099.155
- **Target RSSI fingerprint:** [-81, -74, -71, -100, -73, -83, -75, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.849359347221075,
40.7666015625,
51.816
] | 16 |
26,057 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943352.155 | 89.152 | 52.086 | 60.960 | -84 | -79 | -81 | -77 | -69 | -76 | -79 | -75 |
| B | 1725943546.153 | 50.944 | 11.864 | 60.960 | -80 | -83 | -77 | -70 | -75 | -74 | -67 | -67 |
| C | 1725943041.155 | 78.963 | 67.400 | 60.960 | -79 | -66 | -73 | -77 | -76 | -78 | -65 | -79 |
| D | 1725943412.166 | 11.038 | 76.331 | 60.960 | -75 | -73 | -73 | -78 | -79 | -73 | -77 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943114.165
- **Target RSSI fingerprint:** [-81, -79, -78, -74, -76, -71, -73, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75526362525522,
12.805914878845215,
60.96
] | 4 |
20,002 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838765.184 | 49.246 | 159.709 | 51.816 | -87 | -86 | -86 | -78 | -71 | -87 | -67 | -82 |
| B | 1722838761.163 | 34.812 | 147.991 | 51.816 | -82 | -85 | -84 | -87 | -74 | -91 | -73 | -75 |
| C | 1722839328.172 | 123.963 | 106.495 | 51.816 | -77 | -82 | -77 | -84 | -91 | -82 | -83 | -71 |
| D | 1722839096.158 | 103.586 | 142.776 | 51.816 | -81 | -81 | -86 | -81 | -83 | -74 | -72 | -77 |
| E | 1722839090.150 | 81.510 | 123.348 | 51.816 | -81 | -87 | -81 | -85 | -74 | -74 | -69 | -74 |
| F | 1722839161.148 | 11.038 | 122.791 | 51.816 | -90 | -100 | -100 | -100 | -76 | -77 | -80 | -84 |
| G | 1722838708.168 | 3.396 | 4.008 | 51.816 | -100 | -85 | -83 | -73 | -75 | -78 | -100 | -84 |
| H | 1722839131.155 | 94.246 | 82.608 | 51.816 | -89 | -77 | -71 | -78 | -91 | -80 | -87 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838918.171
- **Target RSSI fingerprint:** [-77, -81, -79, -86, -93, -83, -84, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66125822683301,
107.55641460418701,
51.816
] | 8 |
12,590 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838927.190 | 90.850 | 79.649 | 51.816 | -81 | -76 | -72 | -87 | -86 | -89 | -82 | -84 |
| B | 1722838785.183 | 94.246 | 103.602 | 51.816 | -82 | -85 | -82 | -86 | -75 | -72 | -69 | -65 |
| C | 1722839203.181 | 105.284 | 91.327 | 51.816 | -82 | -75 | -76 | -70 | -71 | -73 | -71 | -67 |
| D | 1722838766.175 | 50.095 | 160.492 | 51.816 | -86 | -78 | -86 | -90 | -80 | -70 | -87 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839161.148
- **Target RSSI fingerprint:** [-100, -100, -100, -76, -84, -76, -77, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.037813222627223,
122.79080867767334,
51.816
] | 4 |
22,956 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939421.180 | 2.547 | 33.415 | 42.672 | -74 | -65 | -76 | -75 | -72 | -70 | -67 | -65 |
| B | 1725939502.151 | 54.340 | 14.916 | 42.672 | -82 | -79 | -77 | -79 | -71 | -79 | -71 | -73 |
| C | 1725939261.146 | 102.737 | 38.205 | 42.672 | -74 | -75 | -76 | -67 | -73 | -78 | -76 | -61 |
| D | 1725939783.157 | 95.096 | 49.936 | 42.672 | -78 | -84 | -81 | -75 | -74 | -82 | -80 | -67 |
| E | 1725939268.137 | 103.586 | 46.977 | 42.672 | -75 | -77 | -78 | -77 | -78 | -71 | -75 | -73 |
| F | 1725939711.150 | 46.699 | 12.222 | 42.672 | -84 | -76 | -73 | -74 | -71 | -76 | -70 | -79 |
| G | 1725939784.138 | 98.492 | 47.017 | 42.672 | -82 | -77 | -77 | -77 | -81 | -72 | -77 | -71 |
| H | 1725939798.146 | 94.247 | 29.089 | 42.672 | -75 | -77 | -75 | -74 | -70 | -75 | -67 | -63 |
| I | 1725939116.159 | 45.001 | 12.554 | 42.672 | -100 | -100 | -89 | -100 | -100 | -86 | -83 | -93 |
| J | 1725939111.183 | 39.057 | 11.612 | 42.672 | -100 | -100 | -83 | -100 | -100 | -80 | -86 | -100 |
| K | 1725939809.138 | 45.001 | 51.715 | 42.672 | -78 | -76 | -73 | -74 | -72 | -75 | -74 | -67 |
| L | 1725939594.147 | 82.360 | 33.640 | 42.672 | -77 | -77 | -77 | -72 | -71 | -76 | -69 | -63 |
| M | 1725939561.146 | 58.586 | 93.052 | 42.672 | -78 | -70 | -68 | -75 | -75 | -58 | -74 | -67 |
| N | 1725939255.138 | 96.794 | 13.907 | 42.672 | -80 | -77 | -78 | -69 | -72 | -76 | -76 | -70 |
| O | 1725939805.146 | 61.982 | 44.482 | 42.672 | -77 | -72 | -77 | -74 | -69 | -74 | -76 | -64 |
| P | 1725939316.147 | 1.698 | 22.865 | 42.672 | -80 | -68 | -76 | -70 | -75 | -75 | -72 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939351.137
- **Target RSSI fingerprint:** [-76, -74, -78, -71, -79, -77, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.660856874482285,
110.10432720184326,
42.672000000000004
] | 16 |
13,762 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000102.134 | 43.302 | 47.362 | 42.672 | -85 | -78 | -81 | -83 | -85 | -80 | -87 | -65 |
| B | 1722999381.129 | 66.227 | 1.566 | 42.672 | -96 | -100 | -104 | -94 | -99 | -98 | -86 | -92 |
| C | 1722999922.179 | 89.152 | 97.378 | 42.672 | -82 | -100 | -90 | -87 | -77 | -89 | -67 | -69 |
| D | 1722999882.141 | 21.227 | 47.468 | 42.672 | -88 | -81 | -81 | -85 | -84 | -80 | -87 | -68 |
| E | 1722999498.150 | 140.944 | 38.550 | 42.672 | -82 | -83 | -70 | -73 | -80 | -68 | -75 | -76 |
| F | 1722999649.166 | 61.982 | 47.176 | 42.672 | -81 | -75 | -75 | -80 | -81 | -82 | -84 | -63 |
| G | 1723000100.148 | 53.491 | 47.813 | 42.672 | -87 | -77 | -69 | -81 | -83 | -83 | -88 | -66 |
| H | 1723000158.145 | 137.548 | 99.355 | 42.672 | -83 | -85 | -83 | -79 | -71 | -86 | -70 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999893.137
- **Target RSSI fingerprint:** [-92, -90, -89, -90, -93, -92, -81, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641560050259367,
60.141353607177734,
42.672000000000004
] | 8 |
34,489 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123447.139 | 109.532 | 46.937 | 60.960 | -75 | -81 | -88 | -83 | -78 | -79 | -74 | -78 |
| B | 1724123064.139 | 33.114 | 4.618 | 60.960 | -74 | -72 | -78 | -71 | -100 | -75 | -76 | -76 |
| C | 1724123509.149 | 78.116 | 81.507 | 60.960 | -100 | -82 | -77 | -83 | -79 | -75 | -74 | -67 |
| D | 1724123123.147 | 21.227 | 21.405 | 60.960 | -100 | -83 | -81 | -82 | -84 | -80 | -81 | -65 |
| E | 1724123238.123 | 30.567 | 0.650 | 60.960 | -77 | -78 | -100 | -73 | -87 | -76 | -81 | -77 |
| F | 1724123549.128 | 70.474 | 26.382 | 60.960 | -80 | -82 | -83 | -79 | -79 | -100 | -83 | -85 |
| G | 1724123540.148 | 84.059 | 27.642 | 60.960 | -78 | -100 | -74 | -100 | -100 | -100 | -66 | -62 |
| H | 1724123378.134 | 60.285 | 39.373 | 60.960 | -84 | -83 | -81 | -79 | -73 | -79 | -77 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123523.147
- **Target RSSI fingerprint:** [-72, -75, -79, -82, -79, -78, -73, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43755818324468,
64.90541934967041,
60.96
] | 8 |
33,195 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130255.130 | 143.496 | 46.805 | 60.960 | -77 | -81 | -76 | -77 | -75 | -78 | -70 | -71 |
| B | 1724130022.125 | 36.511 | 56.558 | 60.960 | -100 | -100 | -80 | -84 | -76 | -73 | -69 | -70 |
| C | 1724130274.167 | 106.985 | 93.158 | 60.960 | -77 | -76 | -83 | -76 | -80 | -70 | -81 | -62 |
| D | 1724130136.129 | 95.098 | 49.021 | 60.960 | -83 | -82 | -81 | -78 | -75 | -72 | -69 | -68 |
| E | 1724129846.123 | 76.418 | 76.676 | 60.960 | -100 | -79 | -80 | -77 | -72 | -66 | -72 | -67 |
| F | 1724129986.208 | 106.985 | 24.431 | 60.960 | -72 | -78 | -86 | -81 | -78 | -74 | -74 | -69 |
| G | 1724130156.137 | 145.194 | 48.636 | 60.960 | -80 | -76 | -78 | -70 | -79 | -67 | -76 | -76 |
| H | 1724130359.116 | 80.663 | 12.249 | 60.960 | -73 | -77 | -85 | -83 | -80 | -76 | -72 | -63 |
| I | 1724130055.129 | 104.438 | 21.896 | 60.960 | -83 | -81 | -75 | -80 | -87 | -80 | -77 | -70 |
| J | 1724130376.126 | 47.549 | 21.684 | 60.960 | -74 | -80 | -82 | -83 | -75 | -73 | -75 | -64 |
| K | 1724130374.141 | 50.945 | 12.448 | 60.960 | -73 | -76 | -82 | -83 | -78 | -69 | -71 | -62 |
| L | 1724130317.129 | 83.210 | 46.937 | 60.960 | -83 | -81 | -82 | -79 | -75 | -75 | -70 | -69 |
| M | 1724130323.114 | 111.230 | 59.823 | 60.960 | -100 | -83 | -82 | -78 | -71 | -75 | -72 | -75 |
| N | 1724130361.159 | 72.172 | 8.121 | 60.960 | -75 | -75 | -70 | -79 | -74 | -74 | -72 | -64 |
| O | 1724130133.130 | 80.663 | 42.412 | 60.960 | -84 | -83 | -83 | -77 | -77 | -72 | -70 | -69 |
| P | 1724129930.144 | 35.662 | 47.747 | 60.960 | -84 | -74 | -77 | -79 | -86 | -75 | -77 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130188.136
- **Target RSSI fingerprint:** [-83, -82, -79, -83, -77, -80, -69, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.341503634088824,
3.7157058715820312,
60.96
] | 16 |
31,494 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689841.155 | 138.401 | 82.276 | 42.672 | -100 | -78 | -76 | -89 | -82 | -84 | -81 | -78 |
| B | 1723689585.157 | 33.963 | 68.077 | 42.672 | -78 | -69 | -100 | -80 | -75 | -81 | -100 | -75 |
| C | 1723689805.168 | 178.308 | 23.064 | 42.672 | -80 | -80 | -78 | -100 | -100 | -90 | -83 | -74 |
| D | 1723690110.158 | 200.384 | 129.506 | 42.672 | -87 | -84 | -87 | -74 | -74 | -84 | -72 | -78 |
| E | 1723689900.159 | 213.121 | 125.790 | 42.672 | -80 | -100 | -74 | -67 | -69 | -74 | -64 | -69 |
| F | 1723690082.162 | 228.404 | 82.157 | 42.672 | -88 | -86 | -88 | -100 | -100 | -86 | -90 | -92 |
| G | 1723690089.186 | 232.650 | 88.819 | 42.672 | -85 | -95 | -84 | -100 | -100 | -100 | -78 | -80 |
| H | 1723689694.151 | 230.102 | 98.984 | 42.672 | -82 | -82 | -87 | -76 | -80 | -77 | -71 | -73 |
| I | 1723689908.155 | 206.328 | 137.229 | 42.672 | -86 | -85 | -83 | -80 | -77 | -85 | -84 | -85 |
| J | 1723690123.152 | 153.685 | 87.903 | 42.672 | -100 | -76 | -89 | -84 | -77 | -79 | -78 | -77 |
| K | 1723690066.160 | 192.742 | 51.370 | 42.672 | -79 | -80 | -69 | -87 | -88 | -72 | -84 | -78 |
| L | 1723690118.153 | 172.364 | 104.305 | 42.672 | -87 | -100 | -86 | -72 | -71 | -78 | -86 | -89 |
| M | 1723690179.145 | 226.706 | 105.699 | 42.672 | -82 | -100 | -78 | -79 | -82 | -81 | -84 | -85 |
| N | 1723689600.613 | 106.136 | 36.321 | 42.672 | -81 | -76 | -87 | -76 | -80 | -100 | -85 | -82 |
| O | 1723689628.146 | 131.608 | 53.466 | 42.672 | -78 | -68 | -83 | -69 | -73 | -75 | -73 | -65 |
| P | 1723689893.112 | 228.404 | 96.754 | 42.672 | -82 | -81 | -86 | -100 | -100 | -74 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689904.190
- **Target RSSI fingerprint:** [-84, -81, -77, -74, -73, -80, -66, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
207.17695908850726,
137.48111724853516,
42.672000000000004
] | 16 |
16,707 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999784.235 | 21.227 | 133.327 | 42.672 | -89 | -84 | -86 | -81 | -80 | -82 | -82 | -84 |
| B | 1731999954.230 | 97.642 | 83.298 | 42.672 | -82 | -87 | -67 | -78 | -78 | -75 | -100 | -69 |
| C | 1732000047.229 | 131.605 | 138.543 | 42.672 | -84 | -88 | -76 | -79 | -80 | -76 | -72 | -75 |
| D | 1731999863.225 | 100.189 | 200.635 | 42.672 | -88 | -92 | -89 | -87 | -78 | -86 | -77 | -75 |
| E | 1731999768.208 | 52.642 | 98.917 | 42.672 | -81 | -85 | -91 | -80 | -84 | -71 | -83 | -77 |
| F | 1731999751.203 | 90.850 | 77.857 | 42.672 | -82 | -86 | -68 | -79 | -82 | -74 | -81 | -72 |
| G | 1731999937.225 | 148.586 | 124.861 | 42.672 | -100 | -86 | -81 | -83 | -100 | -83 | -71 | -56 |
| H | 1731999716.240 | 104.435 | 146.107 | 42.672 | -92 | -94 | -90 | -82 | -83 | -83 | -71 | -83 |
| I | 1731999776.227 | 25.472 | 128.908 | 42.672 | -85 | -80 | -76 | -74 | -72 | -75 | -74 | -75 |
| J | 1732000040.230 | 142.643 | 122.433 | 42.672 | -78 | -84 | -83 | -80 | -86 | -84 | -75 | -89 |
| K | 1731999876.229 | 50.944 | 151.097 | 42.672 | -90 | -93 | -81 | -92 | -72 | -87 | -80 | -84 |
| L | 1731999999.208 | 59.434 | 168.375 | 42.672 | -93 | -81 | -89 | -81 | -88 | -78 | -91 | -91 |
| M | 1731999596.222 | 34.812 | 144.567 | 42.672 | -83 | -79 | -90 | -75 | -88 | -76 | -87 | -88 |
| N | 1731999672.211 | 40.755 | 150.911 | 42.672 | -90 | -92 | -80 | -89 | -74 | -90 | -81 | -78 |
| O | 1731999587.237 | 22.925 | 143.665 | 42.672 | -89 | -80 | -87 | -79 | -85 | -76 | -84 | -85 |
| P | 1731999671.213 | 45.000 | 154.733 | 42.672 | -90 | -93 | -89 | -89 | -72 | -89 | -81 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999839.237
- **Target RSSI fingerprint:** [-81, -85, -85, -81, -74, -81, -71, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
137.54813908505906,
134.60144519805908,
42.672000000000004
] | 16 |
27,702 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938107.155 | 21.227 | 14.903 | 30.480 | -73 | -80 | -83 | -74 | -67 | -84 | -71 | -64 |
| B | 1725937589.132 | 97.643 | 5.693 | 30.480 | -79 | -85 | -84 | -80 | -79 | -100 | -83 | -68 |
| C | 1725938006.161 | 0.849 | 21.856 | 30.480 | -100 | -73 | -65 | -100 | -65 | -100 | -76 | -60 |
| D | 1725937737.153 | 104.435 | 34.384 | 30.480 | -61 | -78 | -80 | -74 | -69 | -60 | -74 | -69 |
| E | 1725938100.135 | 53.491 | 8.002 | 30.480 | -79 | -79 | -80 | -75 | -79 | -85 | -81 | -71 |
| F | 1725937624.153 | 66.227 | 72.164 | 30.480 | -64 | -82 | -76 | -75 | -74 | -68 | -81 | -66 |
| G | 1725937623.145 | 69.624 | 68.780 | 30.480 | -71 | -85 | -82 | -77 | -76 | -72 | -79 | -71 |
| H | 1725937986.141 | 30.566 | 53.851 | 30.480 | -74 | -66 | -66 | -74 | -75 | -64 | -65 | -60 |
| I | 1725938226.146 | 3.396 | 46.234 | 30.480 | -72 | -71 | -75 | -69 | -68 | -70 | -64 | -66 |
| J | 1725938141.162 | 16.981 | 113.488 | 30.480 | -100 | -71 | -70 | -100 | -100 | -68 | -51 | -63 |
| K | 1725937977.148 | 71.322 | 33.893 | 30.480 | -74 | -82 | -79 | -70 | -76 | -60 | -75 | -75 |
| L | 1725938088.172 | 59.435 | 46.858 | 30.480 | -75 | -83 | -82 | -77 | -74 | -63 | -78 | -65 |
| M | 1725938203.141 | 67.076 | 35.007 | 30.480 | -74 | -76 | -81 | -72 | -74 | -61 | -73 | -66 |
| N | 1725937965.144 | 102.737 | 21.312 | 30.480 | -69 | -78 | -81 | -74 | -76 | -60 | -75 | -73 |
| O | 1725937668.144 | 1.698 | 24.126 | 30.480 | -100 | -80 | -79 | -79 | -74 | -79 | -81 | -68 |
| P | 1725938024.139 | 45.001 | 13.350 | 30.480 | -100 | -72 | -75 | -68 | -67 | -100 | -71 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938074.145
- **Target RSSI fingerprint:** [-69, -85, -83, -75, -76, -74, -77, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92544052557086,
71.62023067474365,
30.48
] | 16 |
40,492 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698116.148 | 55.191 | 7.790 | 51.816 | -79 | -81 | -79 | -75 | -76 | -72 | -73 | -70 |
| B | 1723698008.139 | 16.982 | 50.918 | 51.816 | -100 | -80 | -71 | -77 | -73 | -71 | -73 | -75 |
| C | 1723698400.153 | 125.665 | 46.300 | 51.816 | -83 | -82 | -77 | -79 | -78 | -81 | -76 | -77 |
| D | 1723698333.129 | 73.870 | 48.132 | 51.816 | -71 | -76 | -76 | -77 | -68 | -80 | -73 | -65 |
| E | 1723698404.135 | 110.381 | 36.547 | 51.816 | -77 | -75 | -79 | -79 | -72 | -76 | -74 | -74 |
| F | 1723698056.132 | 92.550 | 29.128 | 51.816 | -70 | -79 | -79 | -75 | -66 | -71 | -74 | -62 |
| G | 1723698167.153 | 30.567 | 26.156 | 51.816 | -77 | -83 | -77 | -78 | -78 | -82 | -76 | -67 |
| H | 1723698364.155 | 32.265 | 58.867 | 51.816 | -79 | -81 | -76 | -78 | -78 | -78 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698350.138
- **Target RSSI fingerprint:** [-75, -81, -80, -78, -100, -80, -72, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.472575327715706,
26.540756225585938,
51.816
] | 8 |
25,320 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939294.142 | 56.888 | 41.165 | 42.672 | -75 | -69 | -72 | -73 | -68 | -76 | -72 | -58 |
| B | 1725939802.162 | 75.567 | 37.728 | 42.672 | -75 | -79 | -69 | -75 | -77 | -73 | -74 | -64 |
| C | 1725939785.145 | 101.888 | 44.668 | 42.672 | -72 | -100 | -85 | -78 | -77 | -72 | -76 | -61 |
| D | 1725939394.147 | 73.020 | 38.325 | 42.672 | -77 | -77 | -72 | -74 | -78 | -76 | -76 | -64 |
| E | 1725939299.160 | 51.793 | 17.331 | 42.672 | -78 | -71 | -75 | -77 | -76 | -77 | -74 | -73 |
| F | 1725939696.155 | 58.586 | 52.936 | 42.672 | -79 | -71 | -76 | -75 | -78 | -77 | -80 | -61 |
| G | 1725939763.156 | 46.699 | 100.789 | 42.672 | -78 | -85 | -75 | -75 | -78 | -78 | -74 | -67 |
| H | 1725939461.173 | 106.134 | 25.638 | 42.672 | -75 | -100 | -73 | -68 | -74 | -76 | -75 | -62 |
| I | 1725939506.156 | 53.491 | 12.700 | 42.672 | -78 | -80 | -75 | -83 | -75 | -78 | -75 | -71 |
| J | 1725939701.147 | 54.340 | 27.390 | 42.672 | -80 | -68 | -69 | -76 | -79 | -77 | -72 | -66 |
| K | 1725939494.154 | 61.133 | 52.285 | 42.672 | -78 | -69 | -72 | -78 | -76 | -75 | -76 | -60 |
| L | 1725939433.162 | 18.679 | 22.467 | 42.672 | -76 | -70 | -80 | -74 | -77 | -74 | -69 | -80 |
| M | 1725939491.160 | 63.680 | 69.616 | 42.672 | -74 | -72 | -76 | -79 | -75 | -68 | -69 | -61 |
| N | 1725939339.159 | 17.830 | 107.397 | 42.672 | -100 | -77 | -79 | -70 | -76 | -80 | -75 | -72 |
| O | 1725939230.147 | 47.548 | 18.486 | 42.672 | -67 | -64 | -100 | -100 | -69 | -65 | -69 | -80 |
| P | 1725939544.158 | 21.227 | 122.313 | 42.672 | -78 | -71 | -79 | -69 | -78 | -77 | -79 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939365.174
- **Target RSSI fingerprint:** [-74, -85, -76, -75, -82, -79, -78, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.51052999881665,
68.1301212310791,
42.672000000000004
] | 16 |
7,457 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006368.160 | 45.849 | 10.085 | 42.672 | -76 | -75 | -73 | -100 | -79 | -82 | -76 | -63 |
| B | 1723006701.149 | 84.057 | 87.040 | 42.672 | -80 | -79 | -87 | -75 | -75 | -83 | -84 | -72 |
| C | 1723006243.162 | 203.775 | 14.584 | 42.672 | -81 | -82 | -82 | -77 | -78 | -68 | -72 | -82 |
| D | 1723006499.156 | 145.190 | 52.445 | 42.672 | -72 | -74 | -84 | -75 | -67 | -79 | -83 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006514.159
- **Target RSSI fingerprint:** [-83, -84, -79, -78, -82, -76, -75, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.98213624814463,
7.497763633728027,
42.672000000000004
] | 4 |
24,781 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940957.151 | 21.227 | 26.819 | 51.816 | -78 | -81 | -77 | -76 | -76 | -77 | -72 | -70 |
| B | 1725941012.140 | 65.378 | 83.378 | 51.816 | -77 | -74 | -70 | -78 | -69 | -71 | -72 | -62 |
| C | 1725940902.159 | 105.284 | 42.624 | 51.816 | -75 | -75 | -80 | -81 | -80 | -79 | -79 | -60 |
| D | 1725940968.157 | 76.416 | 18.366 | 51.816 | -76 | -74 | -75 | -73 | -65 | -67 | -74 | -72 |
| E | 1725941112.164 | 101.039 | 28.810 | 51.816 | -76 | -74 | -100 | -79 | -100 | -100 | -100 | -60 |
| F | 1725941038.148 | 10.189 | 30.177 | 51.816 | -79 | -82 | -74 | -75 | -72 | -73 | -74 | -72 |
| G | 1725941218.145 | 59.435 | 55.205 | 51.816 | -100 | -76 | -68 | -77 | -73 | -73 | -70 | -62 |
| H | 1725940965.172 | 61.133 | 20.954 | 51.816 | -81 | -79 | -75 | -76 | -70 | -73 | -72 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941014.159
- **Target RSSI fingerprint:** [-75, -76, -74, -78, -77, -77, -78, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83103513184738,
71.43444538116455,
51.816
] | 8 |
26,888 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943092.153 | 8.491 | 54.992 | 60.960 | -79 | -70 | -74 | -73 | -69 | -75 | -78 | -66 |
| B | 1725943126.217 | 97.643 | 0.902 | 60.960 | -84 | -85 | -75 | -77 | -72 | -75 | -67 | -71 |
| C | 1725943136.151 | 102.737 | 20.078 | 60.960 | -71 | -72 | -75 | -72 | -71 | -71 | -68 | -66 |
| D | 1725943524.162 | 78.114 | 7.352 | 60.960 | -77 | -81 | -72 | -72 | -72 | -82 | -74 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943268.153
- **Target RSSI fingerprint:** [-77, -77, -73, -76, -76, -75, -70, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
83.20866323489606,
25.4791259765625,
60.96
] | 4 |
30,551 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689583.143 | 23.774 | 73.146 | 42.672 | -100 | -100 | -100 | -83 | -93 | -70 | -79 | -77 |
| B | 1723689854.146 | 165.572 | 101.359 | 42.672 | -85 | -82 | -100 | -87 | -81 | -86 | -73 | -100 |
| C | 1723689964.147 | 193.592 | 88.221 | 42.672 | -86 | -87 | -87 | -84 | -79 | -83 | -83 | -88 |
| D | 1723689810.168 | 160.477 | 5.786 | 42.672 | -80 | -88 | -81 | -84 | -100 | -77 | -100 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689990.176
- **Target RSSI fingerprint:** [-90, -89, -89, -89, -91, -100, -92, -92]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
232.6495360256188,
83.37778568267822,
42.672000000000004
] | 4 |
33,947 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126685.140 | 102.739 | 25.784 | 42.672 | -85 | -94 | -89 | -95 | -89 | -89 | -78 | -85 |
| B | 1724126303.103 | 0.849 | 120.296 | 42.672 | -100 | -85 | -100 | -100 | -100 | -81 | -100 | -97 |
| C | 1724126722.135 | 86.607 | 83.205 | 42.672 | -81 | -81 | -84 | -78 | -100 | -69 | -84 | -79 |
| D | 1724126651.152 | 34.813 | 58.536 | 42.672 | -81 | -81 | -76 | -84 | -84 | -68 | -79 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127054.137
- **Target RSSI fingerprint:** [-86, -100, -78, -93, -84, -91, -75, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
116.32478304396585,
33.20248603820801,
42.672000000000004
] | 4 |
6,545 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840621.165 | 2.547 | 6.423 | 60.960 | -93 | -100 | -100 | -97 | -99 | -100 | -83 | -90 |
| B | 1722840847.155 | 38.208 | 149.424 | 60.960 | -76 | -80 | -83 | -72 | -80 | -72 | -79 | -72 |
| C | 1722841540.167 | 1.698 | 5.441 | 60.960 | -89 | -100 | -88 | -90 | -85 | -100 | -85 | -91 |
| D | 1722841027.141 | 58.585 | 74.062 | 60.960 | -84 | -87 | -74 | -78 | -73 | -78 | -72 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841453.181
- **Target RSSI fingerprint:** [-85, -74, -89, -67, -86, -78, -68, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.943437858422101,
7.126193046569824,
60.96
] | 4 |
41,540 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127070.147 | 130.759 | 63.578 | 42.672 | -100 | -100 | -84 | -72 | -84 | -82 | -89 | -80 |
| B | 1724126727.144 | 65.380 | 71.288 | 42.672 | -73 | -76 | -100 | -79 | -84 | -80 | -63 | -81 |
| C | 1724127016.147 | 30.567 | 56.930 | 42.672 | -86 | -77 | -100 | -83 | -76 | -78 | -71 | -79 |
| D | 1724127135.131 | 102.739 | 58.655 | 42.672 | -92 | -90 | -87 | -80 | -85 | -81 | -91 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127114.148
- **Target RSSI fingerprint:** [-80, -83, -85, -100, -100, -68, -76, -53]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.605214373389245,
33.26883792877197,
42.672000000000004
] | 4 |
18,161 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999875.223 | 54.340 | 155.011 | 42.672 | -93 | -90 | -88 | -90 | -81 | -72 | -90 | -83 |
| B | 1731999674.240 | 33.113 | 143.453 | 42.672 | -89 | -89 | -78 | -93 | -78 | -76 | -88 | -86 |
| C | 1731999866.239 | 93.397 | 193.588 | 42.672 | -81 | -81 | -80 | -86 | -76 | -76 | -81 | -72 |
| D | 1731999920.227 | 123.114 | 160.678 | 42.672 | -86 | -90 | -83 | -82 | -80 | -78 | -84 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000058.222
- **Target RSSI fingerprint:** [-91, -90, -90, -87, -86, -87, -78, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.5856356072667,
195.37977695465088,
42.672000000000004
] | 4 |
13,932 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828877.150 | 35.661 | 87.611 | 42.672 | -91 | -91 | -91 | -85 | -88 | -79 | -86 | -77 |
| B | 1722829001.147 | 101.888 | 90.305 | 42.672 | -100 | -73 | -88 | -79 | -80 | -86 | -69 | -76 |
| C | 1722828656.158 | 3.396 | 48.490 | 42.672 | -70 | -88 | -75 | -82 | -84 | -81 | -83 | -77 |
| D | 1722828630.158 | 84.057 | 19.998 | 42.672 | -100 | -93 | -83 | -78 | -73 | -80 | -66 | -77 |
| E | 1722828820.161 | 119.718 | 45.265 | 42.672 | -100 | -84 | -78 | -79 | -75 | -79 | -67 | -76 |
| F | 1722828954.137 | 4.245 | 56.850 | 42.672 | -78 | -95 | -84 | -84 | -87 | -80 | -84 | -75 |
| G | 1722828785.162 | 62.831 | 60.606 | 42.672 | -90 | -90 | -76 | -90 | -86 | -85 | -79 | -75 |
| H | 1722829109.151 | 66.227 | 5.998 | 42.672 | -88 | -94 | -92 | -86 | -82 | -88 | -82 | -88 |
| I | 1722828618.132 | 124.812 | 65.104 | 42.672 | -100 | -91 | -84 | -81 | -81 | -90 | -80 | -87 |
| J | 1722828540.153 | 66.227 | 115.439 | 42.672 | -88 | -96 | -93 | -86 | -87 | -90 | -87 | -92 |
| K | 1722828496.154 | 94.246 | 37.422 | 42.672 | -100 | -81 | -78 | -85 | -80 | -78 | -83 | -76 |
| L | 1722828619.149 | 123.114 | 59.783 | 42.672 | -100 | -90 | -87 | -79 | -80 | -79 | -76 | -80 |
| M | 1722828964.137 | 5.094 | 55.192 | 42.672 | -87 | -90 | -76 | -86 | -86 | -82 | -78 | -74 |
| N | 1722828905.163 | 124.812 | 63.658 | 42.672 | -86 | -88 | -81 | -84 | -83 | -77 | -80 | -76 |
| O | 1722828655.151 | 7.642 | 45.624 | 42.672 | -72 | -87 | -75 | -83 | -83 | -81 | -84 | -76 |
| P | 1722828959.160 | 4.245 | 55.483 | 42.672 | -67 | -89 | -78 | -71 | -75 | -76 | -80 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828744.156
- **Target RSSI fingerprint:** [-88, -84, -84, -81, -82, -79, -87, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
52.64187884097562,
99.32878017425537,
42.672000000000004
] | 16 |
19,693 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003264.166 | 128.208 | 53.453 | 51.816 | -84 | -88 | -85 | -88 | -88 | -64 | -72 | -68 |
| B | 1723003421.161 | 28.868 | 43.766 | 51.816 | -73 | -72 | -76 | -68 | -74 | -89 | -86 | -63 |
| C | 1723002828.143 | 129.057 | 46.911 | 51.816 | -79 | -80 | -78 | -78 | -80 | -63 | -70 | -66 |
| D | 1723003380.179 | 129.057 | 11.797 | 51.816 | -87 | -84 | -82 | -82 | -84 | -75 | -73 | -81 |
| E | 1723003412.155 | 72.170 | 45.809 | 51.816 | -87 | -80 | -80 | -84 | -73 | -85 | -84 | -64 |
| F | 1723003067.157 | 99.340 | 9.011 | 51.816 | -83 | -79 | -78 | -73 | -76 | -78 | -85 | -68 |
| G | 1723003266.148 | 129.057 | 43.301 | 51.816 | -79 | -85 | -81 | -88 | -79 | -65 | -71 | -64 |
| H | 1723003337.150 | 4.245 | 81.998 | 51.816 | -77 | -88 | -85 | -87 | -79 | -78 | -79 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002923.169
- **Target RSSI fingerprint:** [-82, -85, -84, -86, -84, -100, -71, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
29.7171775746448,
10.403976440429688,
51.816
] | 8 |
38,835 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123565.136 | 46.700 | 65.264 | 60.960 | -80 | -83 | -84 | -81 | -76 | -79 | -67 | -64 |
| B | 1724123180.141 | 113.778 | 45.212 | 60.960 | -81 | -82 | -81 | -85 | -89 | -77 | -72 | -75 |
| C | 1724123244.140 | 33.114 | 4.140 | 60.960 | -84 | -82 | -82 | -79 | -80 | -80 | -85 | -78 |
| D | 1724123572.155 | 16.133 | 49.591 | 60.960 | -79 | -85 | -82 | -77 | -80 | -100 | -75 | -67 |
| E | 1724123434.144 | 84.909 | 30.363 | 60.960 | -80 | -84 | -85 | -77 | -78 | -78 | -75 | -68 |
| F | 1724123106.124 | 95.947 | 59.385 | 60.960 | -81 | -84 | -79 | -82 | -71 | -76 | -69 | -61 |
| G | 1724123606.131 | 11.887 | 44.137 | 60.960 | -100 | -69 | -75 | -70 | -74 | -81 | -86 | -78 |
| H | 1724123437.138 | 97.645 | 37.011 | 60.960 | -81 | -84 | -83 | -83 | -77 | -77 | -71 | -68 |
| I | 1724123077.123 | 67.927 | 23.024 | 60.960 | -82 | -78 | -77 | -74 | -81 | -75 | -75 | -66 |
| J | 1724123182.131 | 106.985 | 39.519 | 60.960 | -83 | -83 | -77 | -84 | -77 | -76 | -71 | -61 |
| K | 1724123073.147 | 50.945 | 13.854 | 60.960 | -79 | -83 | -83 | -78 | -79 | -78 | -82 | -68 |
| L | 1724123495.128 | 16.982 | 47.110 | 60.960 | -80 | -79 | -79 | -80 | -82 | -77 | -75 | -69 |
| M | 1724123521.162 | 99.343 | 73.651 | 60.960 | -78 | -80 | -74 | -82 | -78 | -77 | -76 | -72 |
| N | 1724123212.141 | 45.851 | 59.863 | 60.960 | -71 | -79 | -81 | -73 | -100 | -75 | -100 | -61 |
| O | 1724123093.134 | 112.928 | 46.460 | 60.960 | -83 | -82 | -78 | -100 | -72 | -78 | -71 | -63 |
| P | 1724123328.307 | 57.738 | 68.873 | 60.960 | -84 | -80 | -82 | -75 | -78 | -76 | -77 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123423.137
- **Target RSSI fingerprint:** [-80, -81, -81, -81, -83, -79, -85, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.208862749967565,
6.621918678283691,
60.96
] | 16 |
39,543 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698219.164 | 124.816 | 44.442 | 51.816 | -74 | -76 | -69 | -71 | -100 | -72 | -73 | -100 |
| B | 1723698296.153 | 71.323 | 19.043 | 51.816 | -83 | -76 | -70 | -83 | -75 | -73 | -79 | -70 |
| C | 1723697954.151 | 112.928 | 41.284 | 51.816 | -82 | -73 | -69 | -79 | -73 | -73 | -74 | -78 |
| D | 1723697944.161 | 62.832 | 15.287 | 51.816 | -79 | -75 | -71 | -82 | -73 | -73 | -80 | -68 |
| E | 1723698096.178 | 19.529 | 48.662 | 51.816 | -76 | -100 | -78 | -78 | -100 | -74 | -75 | -74 |
| F | 1723697980.148 | 80.663 | 52.020 | 51.816 | -80 | -75 | -100 | -76 | -69 | -100 | -68 | -61 |
| G | 1723697968.152 | 113.778 | 65.224 | 51.816 | -82 | -72 | -79 | -74 | -70 | -77 | -77 | -68 |
| H | 1723698168.155 | 28.020 | 25.108 | 51.816 | -78 | -79 | -83 | -81 | -78 | -79 | -82 | -65 |
| I | 1723697925.142 | 28.020 | 29.102 | 51.816 | -73 | -100 | -82 | -79 | -76 | -75 | -80 | -72 |
| J | 1723698326.166 | 106.985 | 63.950 | 51.816 | -81 | -77 | -78 | -75 | -78 | -80 | -74 | -71 |
| K | 1723698029.164 | 96.796 | 91.659 | 51.816 | -80 | -75 | -73 | -82 | -73 | -70 | -70 | -72 |
| L | 1723698196.150 | 66.229 | 74.460 | 51.816 | -82 | -75 | -83 | -82 | -75 | -77 | -74 | -71 |
| M | 1723698480.148 | 11.038 | 61.774 | 51.816 | -77 | -83 | -76 | -75 | -78 | -73 | -82 | -74 |
| N | 1723698036.149 | 106.136 | 80.206 | 51.816 | -79 | -79 | -84 | -69 | -73 | -73 | -68 | -100 |
| O | 1723698003.146 | 18.680 | 48.623 | 51.816 | -78 | -75 | -85 | -78 | -76 | -74 | -80 | -65 |
| P | 1723698192.141 | 47.549 | 65.025 | 51.816 | -79 | -74 | -86 | -82 | -73 | -76 | -77 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697945.151
- **Target RSSI fingerprint:** [-76, -72, -70, -80, -73, -72, -75, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92686754057522,
18.37947368621826,
51.816
] | 16 |
12,729 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006585.149 | 29.717 | 34.729 | 42.672 | -82 | -75 | -86 | -84 | -86 | -72 | -100 | -68 |
| B | 1723006646.154 | 110.378 | 39.347 | 42.672 | -88 | -79 | -82 | -89 | -88 | -85 | -83 | -83 |
| C | 1723006401.145 | 154.529 | 5.428 | 42.672 | -92 | -93 | -91 | -83 | -83 | -88 | -81 | -80 |
| D | 1723006562.159 | 25.472 | 79.277 | 42.672 | -70 | -88 | -87 | -82 | -82 | -77 | -72 | -67 |
| E | 1723006421.147 | 107.831 | 38.922 | 42.672 | -86 | -82 | -84 | -88 | -90 | -84 | -77 | -83 |
| F | 1723006956.168 | 173.209 | 43.421 | 42.672 | -84 | -88 | -89 | -75 | -68 | -88 | -65 | -79 |
| G | 1723006408.153 | 145.190 | 38.338 | 42.672 | -92 | -83 | -80 | -83 | -76 | -86 | -79 | -75 |
| H | 1723006517.188 | 138.397 | 6.808 | 42.672 | -77 | -70 | -69 | -82 | -82 | -70 | -79 | -85 |
| I | 1723006883.161 | 48.397 | 39.426 | 42.672 | -80 | -86 | -87 | -84 | -84 | -78 | -77 | -63 |
| J | 1723006867.160 | 130.756 | 39.333 | 42.672 | -80 | -75 | -71 | -83 | -87 | -73 | -68 | -83 |
| K | 1723006573.151 | 1.698 | 77.605 | 42.672 | -84 | -87 | -79 | -83 | -81 | -81 | -79 | -79 |
| L | 1723006501.163 | 147.737 | 42.067 | 42.672 | -80 | -74 | -70 | -70 | -67 | -79 | -73 | -81 |
| M | 1723006645.142 | 115.472 | 39.400 | 42.672 | -77 | -81 | -81 | -86 | -88 | -86 | -77 | -83 |
| N | 1723006606.161 | 92.548 | 9.422 | 42.672 | -82 | -83 | -89 | -75 | -85 | -83 | -77 | -67 |
| O | 1723007044.143 | 207.171 | 4.618 | 42.672 | -104 | -96 | -95 | -94 | -90 | -99 | -92 | -107 |
| P | 1723006812.155 | 38.208 | 23.701 | 42.672 | -83 | -87 | -84 | -73 | -76 | -72 | -100 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006242.148
- **Target RSSI fingerprint:** [-100, -79, -77, -82, -80, -81, -75, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
207.17118013713568,
10.961332321166992,
42.672000000000004
] | 16 |
39,676 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127167.130 | 101.041 | 21.365 | 42.672 | -84 | -100 | -85 | -100 | -91 | -100 | -79 | -79 |
| B | 1724127104.140 | 30.567 | 54.966 | 42.672 | -84 | -73 | -83 | -77 | -81 | -69 | -75 | -63 |
| C | 1724126990.133 | 67.927 | 6.768 | 42.672 | -100 | -100 | -83 | -100 | -85 | -75 | -70 | -63 |
| D | 1724126652.142 | 39.058 | 61.017 | 42.672 | -78 | -74 | -81 | -76 | -84 | -73 | -79 | -66 |
| E | 1724126667.129 | 77.267 | 67.228 | 42.672 | -79 | -72 | -83 | -76 | -75 | -85 | -72 | -75 |
| F | 1724126711.135 | 112.079 | 97.020 | 42.672 | -76 | -100 | -83 | -100 | -80 | -100 | -79 | -82 |
| G | 1724126918.145 | 33.963 | 55.550 | 42.672 | -84 | -75 | -84 | -78 | -82 | -70 | -81 | -63 |
| H | 1724126914.147 | 50.096 | 63.738 | 42.672 | -82 | -74 | -86 | -77 | -85 | -76 | -83 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126952.169
- **Target RSSI fingerprint:** [-84, -100, -86, -93, -86, -89, -82, -90]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.53209498300434,
61.62763595581055,
42.672000000000004
] | 8 |
38,230 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723697939.158 | 40.756 | 0.106 | 51.816 | -82 | -76 | -81 | -76 | -77 | -79 | -74 | -74 |
| B | 1723698029.164 | 96.796 | 91.659 | 51.816 | -82 | -73 | -100 | -70 | -75 | -70 | -73 | -72 |
| C | 1723698085.151 | 39.907 | 60.433 | 51.816 | -76 | -86 | -74 | -80 | -77 | -75 | -74 | -64 |
| D | 1723698106.137 | 39.058 | 4.525 | 51.816 | -74 | -77 | -67 | -78 | -80 | -100 | -77 | -75 |
| E | 1723697949.149 | 87.456 | 29.235 | 51.816 | -77 | -69 | -66 | -71 | -73 | -69 | -74 | -68 |
| F | 1723698198.175 | 75.569 | 79.038 | 51.816 | -100 | -81 | -76 | -73 | -74 | -73 | -74 | -71 |
| G | 1723698117.139 | 59.436 | 10.709 | 51.816 | -82 | -72 | -78 | -74 | -73 | -77 | -73 | -70 |
| H | 1723697965.155 | 118.872 | 56.293 | 51.816 | -78 | -84 | -80 | -78 | -70 | -77 | -69 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698216.140
- **Target RSSI fingerprint:** [-79, -84, -82, -77, -79, -74, -76, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.02293235174945,
57.76595592498779,
51.816
] | 8 |
27,085 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941169.150 | 74.718 | 20.184 | 51.816 | -83 | -82 | -87 | -79 | -73 | -71 | -68 | -72 |
| B | 1725940864.181 | 21.227 | 126.692 | 51.816 | -56 | -78 | -73 | -73 | -74 | -80 | -81 | -72 |
| C | 1725941100.128 | 106.983 | 52.338 | 51.816 | -82 | -78 | -69 | -80 | -80 | -81 | -100 | -64 |
| D | 1725941280.139 | 44.152 | 109.985 | 51.816 | -70 | -82 | -71 | -76 | -77 | -79 | -79 | -70 |
| E | 1725940765.145 | 68.775 | 12.939 | 51.816 | -76 | -80 | -80 | -72 | -68 | -66 | -77 | -69 |
| F | 1725941061.153 | 16.981 | 109.268 | 51.816 | -52 | -70 | -74 | -71 | -65 | -67 | -66 | -68 |
| G | 1725940808.146 | 64.529 | 81.241 | 51.816 | -83 | -78 | -73 | -78 | -76 | -76 | -73 | -67 |
| H | 1725940783.152 | 106.983 | 13.987 | 51.816 | -84 | -75 | -80 | -70 | -78 | -76 | -72 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940763.152
- **Target RSSI fingerprint:** [-83, -81, -86, -75, -73, -71, -66, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.132899047202855,
15.260934829711914,
51.816
] | 8 |
24,281 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940997.146 | 95.945 | 64.733 | 51.816 | -74 | -76 | -75 | -75 | -78 | -76 | -77 | -69 |
| B | 1725941361.164 | 38.208 | 28.120 | 51.816 | -82 | -77 | -87 | -74 | -77 | -75 | -73 | -72 |
| C | 1725941312.162 | 97.643 | 33.017 | 51.816 | -87 | -80 | -84 | -78 | -83 | -75 | -77 | -74 |
| D | 1725941264.142 | 16.981 | 111.670 | 51.816 | -55 | -73 | -78 | -79 | -72 | -79 | -78 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941383.153
- **Target RSSI fingerprint:** [-82, -80, -83, -72, -78, -68, -68, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05773618990392,
18.074254989624023,
51.816
] | 4 |
19,885 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999699.241 | 50.944 | 103.615 | 42.672 | -87 | -85 | -89 | -90 | -88 | -92 | -90 | -87 |
| B | 1731999723.224 | 111.227 | 144.979 | 42.672 | -100 | -75 | -85 | -80 | -80 | -82 | -79 | -67 |
| C | 1731999601.218 | 53.491 | 126.016 | 42.672 | -82 | -82 | -80 | -76 | -73 | -71 | -71 | -75 |
| D | 1731999867.225 | 89.152 | 188.280 | 42.672 | -90 | -89 | -84 | -76 | -81 | -88 | -87 | -82 |
| E | 1732000153.215 | 122.265 | 102.381 | 42.672 | -86 | -79 | -74 | -74 | -76 | -80 | -74 | -63 |
| F | 1731999793.230 | 51.793 | 162.801 | 42.672 | -89 | -89 | -86 | -85 | -83 | -82 | -77 | -89 |
| G | 1732000151.234 | 130.756 | 108.724 | 42.672 | -87 | -76 | -84 | -100 | -77 | -78 | -76 | -62 |
| H | 1731999920.227 | 123.114 | 160.678 | 42.672 | -90 | -86 | -83 | -78 | -66 | -82 | -84 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999833.257
- **Target RSSI fingerprint:** [-80, -84, -89, -85, -83, -80, -86, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.94438943283828,
122.20691204071045,
42.672000000000004
] | 8 |
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